PhD María Amparo Alonso Betanzos  

Catedrática de universidade (CAT-UN)

Department Computer Science and Information Technologies
Knowledgment area Computational Science and Artificial Intelligence
Research  Research group Laboratorio de Investigación y Desarrollo en Inteligencia Artificial
Research lines Aprendizaje automático escalable, Aprendizaje automático explicable, Inteligencia Artificial sostenible, Modelado basado en agentes
Contacto UDC directory
Orcid id0000-0003-0950-0012 ResearcherIDK-5057-2014 Scopus7004102381

Teaching

Subjects taught

This section shows the teaching given in degrees, masters and other officers studies in last 6 years.

Subject and involved studies Distance hours Total hours
Final Year Dissertation. Mention in Computer Science
Degree in Computer Engineering
0 4
Subject and involved studies Distance hours Total hours
Advanced Models of Machine Learning II 0 1
Deep Learning 0 11
Final Year Dissertation. Mention in Computer Science 0 10.66
Intelligent Systems 0 60
Intelligent Systems Development 0 21
Knowledge-based Systems 0 21
Master's Dissertation 0 2.66
Subject and involved studies Distance hours Total hours
Basic Algorithms of Artificial Intelligence
Degree in Artificial Intelligence
0 5
Final Year Dissertation. Mention in Computer Science
Degree in Computer Engineering
0 2.66666666666667
Intelligent Systems
Degree in Computer Engineering
Master's in Computer Engineering
0 30
Intelligent Systems Development
Degree in Computer Engineering
0 21
Subject and involved studies Distance hours Total hours
Final Year Dissertation. Mention in Computer Science
Degree in Computer Engineering
0 9.33333333333333
Intelligent Systems
Degree in Computer Engineering
Master's in Computer Engineering
0 26.5
Intelligent Systems Development
Degree in Computer Engineering
0 21
Master's Dissertation
Master's in Computer Engineering
0 3.33333333333333
Subject and involved studies Distance hours Total hours
Final Year Dissertation. Mention in Computer Science
Degree in Computer Engineering
0 2.66
Intelligent Systems
Degree in Computer Engineering
Master's in Computer Engineering
Master's in Computer Engineering
0 45
Intelligent Systems Development
Degree in Computer Engineering
0 21
Subject and involved studies Distance hours Total hours
Final Year Dissertation. Mention in Computer Science
Degree in Computer Engineering
0 4
Intelligent Systems
Degree in Computer Engineering
Master's in Computer Engineering
0 40
Intelligent Systems Development
Degree in Computer Engineering
0 21
Legal Procedure and ICT
Master in Digital and Artificial Intelligence Law
0 1
Privacy and Personal Data
Master in Digital and Artificial Intelligence Law
0 4

Defined tutoring by teacher for 2024/2025 academic course.

Faculty of Computer Science

Quarter Day Site
1st quarter Monday
10:00 a 12:00
despacho 320
1st quarter Tuesday
10:00 a 12:00
despacho 320
1st quarter Wednesday
12:00 a 14:00
despacho 320
2nd quarter Tuesday
10:30 a 11:30
despacho 320
2nd quarter Thursday
09:30 a 11:30
despacho 320

EOG works and final master thesis directed

Directed or codirected by current teacher since 2013 year.

Research results

Select merit type and year to query research merits.

AQUAPRED: Sistema de control y prevención de contaminantes en aguas demineromedicinales mediante IA

Funding entity Fondo Europeo de Desarrollo Regional (FEDER)
Type Proyecto UE
Dates From 01/01/2024 to 31/12/2026

Aprendizaje automático frugal: potenciando la IA en entornos con recursos limitados para los desafíos del mundo real

Funding entity Ministerio de Ciencia, Innovación y Universidades
Main researches Berta Guijarro Berdiñas (IP1) / Amparo Alonso Betanzos (IP2)
Type Proyecto Programas Nacionales
Dates From 01/09/2024 to 31/08/2027

Ciencia e ingeniería de datos para la mejora de la función estadística oficial (CIDMEFEO)

Funding entity INSTITUTO NACIONAL DE ESTADÍSTICA
Main researches Ricardo Cao Abad, Manuel Francisco González Penedo
Type Proyecto Programas Nacionales
Dates From 13/05/2023 to 12/05/2026

ATEMPO - Asistencia Transfronteriza de EMergencias en el marco del POCTEP 2021-2027

Funding entity Union Europea
Main researches Francisco Javier González Varela, Manuel F. González Penedo
Type Proyecto UE
Dates From 01/09/2023 to 31/12/2025

AXUDAS PARA A CONSOLIDACIÓN E ESTRUTURACIÓN DE UNIDADES DE INVESTIGACIÓN COMPETITIVAS.GRC 2022

Funding entity Consellería de Educación
Main researches Amparo Alonso Betanzos
Type Proyecto Programas Autonomicos
Dates From 01/01/2022 to 20/11/2025

SMART PRE2: Inteligencia Artificial aplicada a la predicción y prevención de enfermedades profesionales

Funding entity Red.es
Main researches José Luis Calvo Rolle ; Óscar Fontenla Romero
Type Proyecto Programas Nacionales
Dates From 01/09/2022 to 30/04/2024

Centro Mixto de Investigación UDC-NAVANTIA «El astillero del futuro»

Funding entity Axencia Galega de Innovación (GAIN)
Main researches Pablo Fariñas Alvariño
Type Proyecto Programas Autonomicos
Dates From 20/07/2022 to 19/07/2025

Aprendizaje Automático Escalable y Explicable

Funding entity Ministerio de Ciencia, Innovación y Universidades
Type Proyecto Programas Nacionales
Dates From 01/06/2020 to 31/05/2024

Machine Learning on the Edge (MLoE)

Funding entity FUNDACIÓN BBVA
Main researches Óscar Fontenla Romero
Type Proyecto Programas Nacionales
Dates From 30/04/2020 to 30/10/2022

CEDCOVID: Ciencia e Ingeniería de datos para la evaluación, predicción poblacional y personalizada de la evolución de la enfermedad COVID-19

Funding entity Agencia Gallega de Innovación (GAIN)
Main researches Ricardo Cao Abad
Type Proyecto Programas Autonomicos
Dates From 01/11/2020 to 31/12/2022

Axudas para a consolidación e estruturación de unidades de investigación competitivas.GRC

Funding entity Consellería de Cultura, Educación e Ordenación Universitaria
Main researches Amparo Alonso Betanzos
Type Proyecto Programas Autonomicos
Dates From 01/01/2019 to 20/11/2021

Social innovation Modelling Approaches to Realizing Transition to Energy Efficiency and Sustainability (SMARTEES)

Funding entity Union Europea
Main researches Christian A. Klöckner
Type Proyecto UE
Dates From 01/05/2018 to 31/10/2021

Social and Market Approaches to Realizing Transition to Energy Efficiency and Sustainability (SMARTEES)

Funding entity Union Europea
Main researches Adina Claudia Dumitru
Type Proyecto UE
Dates From 01/05/2018 to 30/04/2021

Consolidación e estructuración de unidades de investigación competitivas. Modalidad de Redes. Red de Tecnologías Cloud y Big Data para HPC

Funding entity Consellería de Educación e Ordenación Universitaria
Type Proyecto Programas Autonomicos
Dates From 01/01/2017 to 30/11/2018

ALGORITMOS ESCALABLES DE APRENDIZAJE COMPUTACIONAL: MAS ALLA DE LA CLASIFICACIÓN Y LA REGRESION

Funding entity Ministerio de Economía y Competitividad (MINECO)
Main researches AMPARO ALONSO BETANZOS/OSCAR FONTENLA ROMERO
Type Proyecto Programas Nacionales
Dates From 01/01/2016 to 31/12/2019

Big Data y Análisis de Datos Escalable

Funding entity Ministerio de Economía y Competitividad
Main researches Francisco Herrera Triguero
Type Proyecto Programas Nacionales
Dates From 01/01/2015 to 01/01/2017

Airport Pavement Index Assessment (APIA)

Funding entity Centro para el Desarrollo Tecnológico e Industrial (CDTI)
Main researches Óscar Fontenla Romero y Noelia Barreira Rodríguez
Type Proyecto Programas Nacionales
Dates From 30/06/2015 to 31/12/2017

Data Mining: Machine Learning para Meteo for Energy

Funding entity Meteo for Energy S.L.
Main researches Amparo Alonso Betanzos
Type Contrato
Dates From 01/12/2015 to 31/12/2015

Comité de tumores interdisciplinar para el seguimiento integral de pacientes oncológicos. Proyecto MEET

Funding entity Fondo Europeo de Desarrollo Regional (FEDER)
Main researches Amparo Alonso Betanzos
Type Contrato
Dates From 30/06/2015 to 31/12/2017

Red de Tecnologías Cloud y Big Data para HPC

Funding entity Xunta de Galicia
Main researches Juan Touriño Domínguez
Type Proyecto Programas Autonomicos
Dates From 01/01/2014 to 31/12/2015

Ayudas para la consolidación y estructuración de unidades de investigación competitivas del Sistema Universitario de Galicia. Grupos de Referencia Competitiva

Funding entity Consellería de Cultura, Educación e Ordenación Universitaria
Main researches Amparo Alonso Betanzos
Type Proyecto Programas Autonomicos
Dates From 01/01/2014 to 31/12/2017

Algoritmos de aprendizaje computacional en entornos distribuídos

Funding entity Ministerio de Economía y Competitividad (MINECO)
Main researches Amparo Alonso Betanzos
Type Proyecto Programas Nacionales
Dates From 01/01/2013 to 31/12/2015

Desarrollo de un nuevo sistema de conformado térmico automático para estructuras navales (CONFORSHIP)

Funding entity Fondo Europeo de Desarrollo Regional (FEDER)
Main researches Berta Guijarro Berdiñas
Type Proyecto UE
Dates From 01/04/2013 to 31/12/2014

BIO+ Desarrollo de nuevas tecnologías para calderas de biomasa de alta eficiencia

Funding entity Fondo Europeo de Desarrollo Regional (FEDER)
Main researches Oscar Fontenla Romero
Type Contrato
Dates From 01/04/2013 to 31/12/2014

Ayudas para la consolidación y estructuración de unidades de investigación competitiva. Modalidad de agrupaciones estratégicas (CITIC)

Funding entity Xunta de Galicia
Main researches Ricardo Cao Abad
Type Proyecto Programas Autonomicos
Dates From 01/01/2012 to 31/12/2013

Red temática Española para el Avance y la Transferencia de la Inteligencia Computacional Aplicada

Funding entity Ministerio de Economía y Competitividad
Main researches Miquel Sánchez Marre
Type Proyecto Programas Nacionales
Dates From 01/01/2012 to 31/12/2012

Low Carbon at Work: Modelling agents and organisations to achieve transition to a low carbon Europe (LOCAW)

Funding entity 7º PROGRAMA MARCO - UNIÓN EUROPEA (Grant agreement 265155)
Main researches Ricardo García Mira
Type Proyecto UE
Dates From 01/01/2011 to 31/12/2013

Programa de consolidación y estructuración de unidades de investigación competitivas. Modalidad de grupos de referencia competitiva

Funding entity Consellería de Educación e Ordenación Universitaria
Main researches Amparo Alonso Betanzos
Type Proyecto Programas Autonomicos
Dates From 01/01/2011 to 31/12/2013

Red Española de Series Temporales

Funding entity Ministerio de Economía y Competitividad
Main researches Héctor Pomares Cintas
Type Proyecto Programas Nacionales
Dates From 01/01/2011 to 31/12/2011

Tecnologías inteligentes para el análisis del comportamiento de los usuarios en el acceso y consumo de contenidos digitales en multiplataformas

Funding entity Prisa Digital, S.L.
Main researches Miguel Rodríguez Luaces, José Antonio Vilar Fernández, Amparo Alonso Betanzos
Type Contrato
Dates From 21/11/2011 to 20/06/2014

Digital Hub

Funding entity Prisa Digital, S.L.
Main researches Amparo Alonso Betanzos
Type Contrato
Dates From 21/11/2011 to 20/06/2014

Nuevos métodos computacionales escalables y eficientes de aprendizaje máquina para conjuntos de datos altamente dimensionales.

Funding entity Ministerio de Economía y Competitividad
Main researches Berta M Guijarro Berdiñas
Type Proyecto Otros Programas
Dates From 01/01/2010 to 31/12/2012

Red Española de Minería de Datos y Aprendizaje

Funding entity Ministerio de Economía y Competitividad
Main researches Amparo Alonso Betanzos
Type Proyecto Programas Nacionales
Dates From 01/01/2010 to 31/12/2013

TECNOLOGIAS DE ANALISIS DE EFICIENCIA Y FIABILIDAD EN BUQUES-PROYECTO STEF

Funding entity Perama Ingeniería S.L.U
Main researches Amparo Alonso Betanzos
Type Contrato
Dates From 24/06/2010 to 23/06/2011

Desarrollo de tareas de mejora e incorporación de nuevas funcionalidades a un sistema informático para la detección anticipada de averías en aerogeneradores. Instalación de un prototipo de campo del sistema en un parque eólico.

Funding entity INDRA SISTEMAS S.A.
Main researches Amparo Alonso Betanzos
Type Contrato
Dates From 01/06/2010 to 31/12/2010

Eficiencia energética

Funding entity Xunta de Galicia
Main researches Amparo Alonso Betanzos
Type Contrato
Dates From 30/09/2010 to 30/06/2011

Sistema inteligente para la predicción de fallos en aerogeneradores

Funding entity INDRA SISTEMAS S.A.
Main researches Amparo Alonso Betanzos
Type Contrato
Dates From 01/01/2009 to 31/12/2009

Asistencia Técnica en el procesamiento de señales aplicado al análisis de vibraciones

Funding entity INDRA SISTEMAS S.A.
Main researches Amparo Alonso Betanzos
Type Contrato
Dates From 01/05/2009 to 30/05/2009

Consolidación e estructuración de unidades de investigación competitivas do Sistema Universitario de Galicia. Modalidade de Agrupación Estratéxica. Expediente CN 2008/060

Funding entity Consellería de Educación e Ordenación Universitaria
Main researches Amparo Alonso Betanzos / José C. Riquelme Santos
Type Proyecto Programas Autonomicos
Dates From 01/01/2008 to 31/12/2010

Desarrollo de métodos eficientes de aprendizaje máquina basados en la combinación de expertos y técnicas de modelado local

Funding entity Xunta de Galicia
Main researches Oscar Fontela Romero
Type Proyecto Programas Autonomicos
Dates From 01/01/2008 to 31/12/2011

Atila: Desarrollo de una herramienta de análisis de tráfico con inspección profunda, revisión de logs, gestión de riesgos y adecuación de normativas

Funding entity Xunta de Galicia
Main researches Amparo Alonso Betanzos
Type Contrato
Dates From 10/03/2008 to 09/03/2009

Grupo LIDIA

Type Proyecto Otros Programas
Dates From 31/08/2007 to 15/11/2010

Red Española de Minería de Datos y Aprendizaje

Funding entity Ministerio de Economía y Competitividad
Main researches Amparo Alonso Betanzos
Type Proyecto Programas Nacionales
Dates From 01/01/2007 to 30/06/2008

Programa de consolidación e estruturación de unidades de investigación competitivas. Modalidade de grupos de referencia competitiva

Funding entity Consellería de Educación e Ordenación Universitaria
Main researches Amparo Alonso Betanzos
Type Proyecto Programas Autonomicos
Dates From 01/01/2007 to 31/12/2010

Diseño y aplicación de técnicas de aprendizaje máquina para su integración en un sistema multiagente de detección de intrusos

Funding entity MINISTERIO DE EDUCACIÓN Y CIENCIA
Main researches María Amparo Alonso Betanzos
Type Proyecto Otros Programas
Dates From 01/10/2006 to 30/09/2009

Desarrollo de una nueva arquitectura interna para un agente inteligente

Funding entity Xunta de Galicia
Main researches Bertha Guijarro Berdiñas
Type Proyecto Programas Autonomicos
Dates From 01/01/2006 to 31/12/2009

Dinamización, creación y consolidación de empresas de base tecnológica en el sector de las tecnologías de la información y las comunicaciones de la Comunidad Autónoma de Galicia

Funding entity MINISTERIO DE EDUCACIÓN Y CIENCIA
Main researches Amparo Alonso Betanzos, Juan Luís Sobeira Seoane
Type Proyecto Programas Nacionales
Dates From 01/01/2006 to 31/12/2008

Estudio, análisis y validación de un sistema de mantenimiento predictivo inteligente orientado a motores en buques (GIDAS), en el marco de convocatoria del Programa de Diseño y Producción Industrial de la ¿Xunta de Galicia

Funding entity INDRA SISTEMAS S.A.
Main researches María Amparo Alonso Betanzos
Type Contrato
Dates From 18/07/2005 to 30/09/2008

Mejora del aprendizaje de las redes neuronales y funcionales en su aplicación a la bioinformática y la ingeniería.

Funding entity Xunta de Galicia
Type Proyecto Otros Programas
Dates From 09/08/2005 to 08/08/2008

Un sistema inteligente para detección y clasificación de hipoapneas basado en modelos de razonamiento impreciso.

Funding entity Xunta de Galicia
Type Proyecto Otros Programas
Dates From 09/08/2005 to 08/08/2008

REGAX- REde Galega de AXentes

Funding entity Xunta de Galicia
Main researches Richard J. Duro Fernández
Type Proyecto Programas Autonomicos
Dates From 12/07/2005 to 11/07/2006

Red Española de Minería de Datos y Aprendizaje Automático

Funding entity Ministerio de Economía y Competitividad
Main researches Amparo Alonso Betanzos
Type Proyecto Programas Nacionales
Dates From 01/01/2005 to 31/12/2005

Estudio, Análisis y Validación de un Sistema de Mantenimiento Predictivo Inteligente Orientado a Motores en buques

Funding entity Xunta de Galicia, Consellería de Innovación,Industria e Comercio
Main researches Alfonso García Ascaso, Amparo Alonso Betanzos (Grupo LIDIA)
Type Contrato
Dates From 01/01/2005 to 31/08/2008

Nuevos algoritmos de aprendizaje y de diseño de la topología óptima para redes neuronales y funcionales (INCENTIVO)

Funding entity Dirección Xeral de Investigación e Desenvolvemento
Type Proyecto Otros Programas
Dates From 04/06/2004 to 03/06/2007

Nuevos algoritmos de aprendizaje y de diseño de la topología óptima para redes neuronales y funcionales

Funding entity Comisión Interministerial de Ciencia y Tecnología (CICYT)
Main researches María Amparo Alonso Betanzos
Type Proyecto Otros Programas
Dates From 01/12/2003 to 30/11/2006

Una arquitectura multiagente para la detección de intrusos

Funding entity Secretaria Xeral de Investigación e Desenvolvemento Tecnolóxico
Type Proyecto Otros Programas
Dates From 24/10/2003 to 23/10/2006

Una arquitectura multiagente inteligente para la detección de intrusos

Funding entity Xunta de Galicia
Main researches Amparo Alonso Betanzos
Type Proyecto Programas Autonomicos
Dates From 23/10/2003 to 22/10/2006

CONTRATO PARA ACTIVIDADES DE ASISTENCIA TÉCNICA ENTRE A UNIVERSIDADE DE SANTIAGO DE COMPOSTELA E A UDC NO MARCO DO PROXECTO "DESARROLLO DE UN SISTEMA EXPERTO PARA PREDECIR EL PELIGRO DE INCENDIOS FORESTALES EN GALICIA Y EL NOROESTE DE CASTILLA Y LEÓN

Funding entity Universidade de Santiago de Compostela (USC)
Type Contrato
Dates From 15/10/2001 to 15/12/2001

ASPECTOS TEMPORALES DE LA MONITORIZACIÓN INTELIGENTE DEL SÍNDROME DE APNEA EN SUEÑO

Funding entity Secretaria Xeral de Investigación e Desenvolvemento Tecnolóxico
Type Proyecto Otros Programas
Dates From 20/07/2001 to 20/07/2004

Diseño e implementación de una herramienta software de manipulación de series temporales y su aplicación en el desarrollo de un sistema basado en Redes de Neuronas Artificiales para el tratamiento de artefactos en señales cardiotocográficas.

Type Proyecto Otros Programas
Dates From 06/05/1999 to 06/05/2000

Cooperación de técnicas de Inteligencia Artificial en un Sistema de Telemonitorización antenatal. TELEMACO

Funding entity Secretaria Xeral de Investigación e Desenvolvemento Tecnolóxico
Type Proyecto Otros Programas
Dates From 01/12/1999 to 01/12/2001

Desarrollo de un sistema experto para predecir el peligro de incendios forestales en Galicia y el N.O. de Castilla y León.

Funding entity Fondo Europeo de Desarrollo Regional (FEDER)
Main researches Amparo Alonso Betanzos
Type Proyecto UE
Dates From 01/01/1999 to 31/12/2001

CONVENIO PARA REALIZACIÓN TRABAJOS CORRESPONDIENTES A LA FASE DE FORMACIÓN/ACCIÓN EN EL AREA TEMÁTICA DE INNOVACIÓN, SUBÁREA DE TECNOLOGÍAS DE LA INFORMACIÓN Y LAS COMUNICACIONES DEL PROYECTO QUALYMAN.

Funding entity Instituto Tecnológico de Galicia (ITG)
Main researches Vicente Moret Bonillo, Amparo Alonso Betanzos, Bernardino Arcay Varela
Type Contrato
Dates From 17/02/1997 to 30/06/1998

Desarrollo e integración de un sistema inteligente basado en la cooperación de técnicas simbólicas, conexionistas y de software convencional para la automatización de la monitorización fetal

Funding entity Dirección Xeral de Universidades
Type Proyecto Otros Programas
Dates From 24/10/1996 to 24/10/1999

Integración de tecnologías de ingeniería del software y de ingeniería de conocimiento al problema del diagnóstico, pronóstico y terapia antenatal

Funding entity Dirección Xeral de Universidades
Type Proyecto Otros Programas
Dates From 12/01/1995 to 12/01/1997

Procesado e interpretación de información multimedia para el desarrollo de sistemas de ayuda a la decisión clinica

Funding entity Comisión Interministerial de Ciencia y Tecnología (CICYT)
Main researches Amparo Alonso Betanzos
Type Proyecto Internacional
Dates From 01/01/1995 to 31/12/1996

ACUERDO CON LA NATIONAL LIBRARY OF MEDICINE

Funding entity NACIONAL LIBRARY OF MEDICINE
Type Contrato
Dates From 08/05/1994 to 01/01/1995

Implementación de estructuras pronósticas en un sistema experto antenatal: El proyecto NST-EXPERT

Funding entity Xunta de Galicia
Main researches Amparo Alonso Betanzos
Type Proyecto Programas Autonomicos
Dates From 01/01/1991 to 31/12/1992

Monitorización inteligente de pacientes en Unidades de Cuidados Intensivos. Implementación de una aproximación orientada al caso clínico concreto.

Funding entity Comisión Interministerial de Ciencia y Tecnología (CICYT)
Main researches Vicente Moret Bonillo
Type Proyecto Programas Nacionales
Dates From 01/01/1991 to 31/12/1993

Supervisor de terapia gaseosa y anestésica en situaciones pre- y peroperatorias basado en ingeniería de conocimiento

Funding entity Xunta de Galicia
Main researches Juan Enrique Arias Rodriguez
Type Proyecto Programas Autonomicos
Dates From 01/01/1988 to 31/12/1990

Sistema supervisor de diagnosis, prognosis y terapia en Unidades de Cuidados Intensivos Perinatales basado en Ingeniería de conocimiento híbrida

Funding entity CAICYT (Comisión Asesora de Investigación Científica y Técnica)
Main researches Carlos Hernández Sande
Type Proyecto Programas Nacionales
Dates From 01/01/1987 to 31/12/1990

Técnicas de monitorización perinatal en la realización del Test de Pose

Funding entity Banco Federal Do Brasil
Main researches Walter Celso de Lima
Type Proyecto Internacional
Dates From 01/01/1986 to 31/12/1987

Participación en la Red Europea de Agentes "Agentlink III"

Type Proyecto Otros Programas

NST-EXPERT: Un sistema experto para el diagnóstico antenatal

Type Software Registrado
Entity Universidade da Coruña (UDC)
Authors Bertha Guijarro-Berdiñas, Amparo Alonso-Betanzos, Vicente Moret Bonillo
Application date 25/05/2007
Approval date 25/05/2007

Performance and Sustainability of BERT Derivatives in Dyadic Data

Authors Miguel Escarda-Fernández, Carlos Eiras-Franco, Brais Cancela, Bertha Guijarro-Berdiñas, Amparo Alonso-Betanzos
Journal Expert Systems with Applications Vol. 58 (pages 111265. to 111265.)
DOI https://doi.org/10.1016/j.eswa.2024.125647

Beyond RMSE and MAE: Introducing EAUC to unmask hidden bias and unfairness in dyadic regression models

Authors Jorge Paz-Ruza, Amparo Alonso-Betanzos, Bertha Guijarro-Berdiñas, B. Cancela, Carlos Eiras-Franco
Journal IEEE Transactions on Neural Networks and Learning Systems

The imbalance problem: a comparison of sampling approaches using different parameters and feature selection methods in the context of classification

Authors Jose L. Morillo-Salas, V. Bolón-Canedo, Amparo Alonso-Betanzos
Journal EXPERT SYSTEMS

Sustainable Transparency in Recommender Systems: Bayesian Ranking of Images for Explainability

Authors Jorge Paz-Ruza, Amparo Alonso-Betanzos, Bertha Guijarro-Berdiñas, Carlos Eiras-Franco, B. Cancela
Journal Information Fusion Vol. 111 (pages 102497 to 102497)
DOI https://doi.org/10.1016/j.inffus.2024.102497

Positive-Unlabelled Learning for Identifying New Candidate Dietary Restriction-related Genes among Ageing-related Genes

Authors Jorge Paz-Ruza, Alex A. Freitas, Amparo Alonso-Betanzos, Bertha Guijarro-Berdiñas
Journal COMPUTERS IN BIOLOGY AND MEDICINE Vol. 180 (pages 108999 to 108999)
DOI https://doi.org/10.1016/j.compbiomed.2024.108999

A Review of Green Artificial Intelligence: Towards a more sustainable future

Authors Verónica Bolón-Canedo, Laura Morán-Fernández, B. Cancela, Amparo Alonso-Betanzos
Journal Neurocomputing

Positive-Unlabelled Learning for Improving Image-based Recommender System Explainability

Authors Álvaro Fernández-Campa-González, Jorge Paz-Ruza, Amparo Alonso-Betanzos, Bertha Guijarro-Berdiñas
Journal IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Simulating the role of norms in processes of social innovation: three case studies

Authors Wander Jager, Amparo Alonso-Betanzos, Patrycja Antosz, Loes Bouman, Bertha Guijarro-Berdiñas, J. Gareth Polhill, Alejandro Rodríguez-Arias, Doug Salt, Noelia Sánchez-Maroño
Journal Journal of Artificial Societies and Social Simulation Vol. 27 Num. 1
DOI https://doi.org/10.18564/jasss.5168

An agent-based model to simulate the public acceptability of social innovations

Authors Alejandro Rodríguez-Arias, Noelia Sánchez-Maroño, Bertha Guijarro-Berdiñas, Amparo Alonso-Betanzos, Isabel Lema-Blanco, Adina Dimitru
Journal EXPERT SYSTEMS
DOI https://doi.org/10.1111/exsy.13731

La Inteligencia Artificial: reto y Oportunidad para una Galicia del siglo XXI

Authors Amparo Alonso-Betanzos
Journal Anuario Foro Económico de Galicia

How important is data quality? Best classifiers vs best features

Authors Laura Morán-Fernández, Verónica Bolón-Canedo, Amparo Alonso-Betanzos
Journal Neurocomputing Vol. 470 (pages 365 to 375)

Low-precision feature selection on microarray data: an information theoretic approach

Authors Laura Morán-Fernández, Verónica Bolón-Canedo, Amparo Alonso-Betanzos
Journal MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING Vol. 60 (pages 1333 to 1345)
DOI https://doi.org/10.1007/s11517-022-02508-0

Fast anomaly detection with locality-sensitive hashing and hyperparameter autotuning

Authors Jorge Meira, Carlos Eiras-Franco, Verónica Bolón-Canedo, Goreti Marreiros, Amparo Alonso-Betanzos
Journal Information Sciences Vol. 607 (pages 1245 to 1264)
DOI https://doi.org/10.1016/j.ins.2022.06.035

E2E-FS: An End-to-End Feature Selection Method for Neural Networks

Authors Brais Cancela, Verónica Bolón-Canedo, Amparo Alonso-Betanzos
Journal IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE
DOI https://doi.org/10.1109/tpami.2022.3228824.

Data-Driven Predictive Maintenance Framework for Railway systems

Authors Jorge Meira, Bruno Veloso, Verónica Bolón-Canedo, Goreti Marreiros, Amparo Alonso-Betanzos, João Gama
Journal Intelligent Data Analysis

Anomaly Detection on Natural Language Processing to Improve Predictions on Tourist Preferences

Authors Jorge Meira, João Carneiro, Verónica Bolón-Canedo, Amparo Alonso-Betanzos, Paulo Novais, Goreti Marreiros
Journal Electronics Vol. 11 Num. 5
DOI https://doi.org/10.3390/electronics11050779

Dealing with heterogeneity in the context of distributed feature selection for classification

Authors José Luis Morillo-Salas, Verónica Bolón-Canedo, Amparo Alonso-Betanzos
Journal Knowledge and Information Systems Vol. 63 (pages 233 to 276)

Scalable feature selection using ReliefF aided by locality-sensitive hashing

Authors Carlos Eiras-Franco, Bertha Guijarro-Berdiñas, Amparo Alonso-Betanzos, Antonio Bahamonde Rionda
Journal INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS (pages 6161 to 6179)

Machine learning techniques to predict different levels of hospital care of CoVid-19

Authors Elena Hernandez-Pereira, Óscar Fontenla-Romero, Verónica Bolón-Canedo, Brais Cancela, Bertha Guijarro-Berdiñas, Amparo Alonso-Betanzos
Journal APPLIED INTELLIGENCE Vol. 52 (pages 6413 to 6431)
DOI https://doi.org/10.1007/s10489-021-02743-2

Applying machine learning to detect early stages of cardiac remodelling and dysfunction

Authors Franti ek Sabov¿ik, Nicholas Cauwenberghs, Dmitry Kouznetsov, Francois Haddad, Amparo Alonso-Betanzos, Celine Vens, Tatiana Kuznetsova
Journal European Heart Journal-Cardiovascular Imaging Vol. 22 Num. 10 (pages 1208 to 1217)
DOI https://doi.org/10.1093/ehjci/jeaa135

La Inteligencia Artificial y la prospectiva

Authors Amparo Alonso-Betanzos
Journal Atlantic Review of Economics

Importance of coding co-morbidities for APR-DRG assignment: Focus on cardiovascular and respiratory diseases

Authors Julio Souza, João Vasco Santos, Verónica Bolón-Canedo, Amparo Alonso-Betanzos, Domingos Alves, Alberto Freitas
Journal Health Information Management Journal Vol. 49 Num. 1 (pages 47 to 57)

A scalable saliency-based feature selection method with instance-level information

Authors Brais Cancela, Verónica Bolón-Canedo, Amparo Alonso-Betanzos, João Gama
Journal Knowledge-Based Systems Vol. 192 (pages 105326-1 to 105326-13)

Wavefront Marching Methods: a unified algorithm to solve Eikonal and static Hamilton-Jacobi equations

Authors Brais Cancela, Amparo Alonso-Betanzos
Journal IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Community detection and social network analysis based on the Italian wars of the 15th century

Authors Javier Fumanal-Idocin, Amparo Alonso-Betanzos, Oscar Cordón, Humberto Bustince, Maria Minarova
Journal FUTURE GENERATION COMPUTER SYSTEMS Vol. 113 (pages 25 to 40)

One-Class Convex Hull-Based Algorithm for Classification in Distributed Environments

Authors Diego Fernández-Francos, Óscar Fontenla-Romero, Amparo Alonso-Betanzos
Journal IEEE Transactions on Systems, Man, and Cybernetics: Systems Vol. 50 Num. 2 (pages 386 to 396)

Fast Distributed kNN Graph Construction Using Auto-tuned Locality-sensitive Hashing

Authors Carlos Eiras-Franco, David Martínez-Rego, Leslie Kanthan, César Piñeiro, Antonio Bahamonde Rionda, Bertha Guijarro-Berdiñas, Amparo Alonso-Betanzos
Journal ACM Transactions on Intelligent Systems and Technology Vol. 11 Num. 6 (pages 71-1 to 71-18)

Feature selection with limited bit depth mutual information for portable embedded systems

Authors Laura Morán-Fernández, Konstantinos Sechidis, Verónica Bolón-Canedo, Amparo Alonso-Betanzos, Gavin Brown
Journal Knowledge-Based Systems Vol. 197
DOI https://doi.org/10.1016/j.knosys.2020.105885

Distributed classification based on distances between probability distributions in feature space

Authors Pablo Montero-Manso, Laura Morán-Fernández, Verónica Bolón-Canedo, José A. Vilar, Amparo Alonso-Betanzos
Journal Information Sciences Vol. 496 (pages 431 to 450)

On developing an automatic threshold applied to feature selection ensembles

Authors Borja Seijo-Pardo, Verónica Bolón-Canedo, A. Alonso-Betanzos
Journal Information Fusion Vol. 45 (pages 227 to 245)
DOI https://doi.org/10.1016/j.inffus.2018.02.007

Large scale anomaly detection in mixed numerical and categorical input spaces

Authors Carlos Eiras-Franco, David Martínez-Rego, Bertha Guijarro-Berdiñas, Amparo Alonso-Betanzos, Antonio Bahamonde Rionda
Journal Information Sciences Vol. 487 (pages 115 to 127)

Optimizing novelty and diversity in recommendations

Authors Jorge Díez, David Martínez-Rego, Amparo Alonso-Betanzos, Oscar Luaces, Antonio Bahamonde Rionda
Journal PROGRESS IN ARTIFICIAL INTELLIGENCE Vol. 8 Num. 1 (pages 101 to 109)
DOI https://doi.org/10.1007/s13748-018-0158-4

Ensembles for feature selection: A review and future trends

Authors Verónica Bolón-Canedo, Amparo Alonso-Betanzos
Journal Information Fusion Vol. 52 (pages 1 to 12)

Biases in feature selection with missing data

Authors Borja Seijo-Pardo, Amparo Alonso-Betanzos, Kristin P. Bennett, Verónica Bolón-Canedo, Julie Josse, Mehreen Saeed, Isabelle Guyon
Journal Neurocomputing Vol. 342 (pages 97 to 112)

Distributed correlation-based feature selection in Spark

Authors Raul-Jose Palma-Mendoza, Luis de Marcos, Daniel Rodríguez, Amparo Alonso-Betanzos
Journal Information Sciences Vol. 496 (pages 287 to 299)

Insights into distributed feature ranking

Authors Verónica Bolón-Canedo, Konstantinos Sechidis, Noelia Sánchez-Maroño, Amparo Alonso-Betanzos, Gavin Brown
Journal Information Sciences Vol. 496 (pages 378 to 398)

A scalable decision-tree-based method to explain interactions in dyadic data

Authors Carlos Eiras-Franco, Bertha Guijarro-Berdiñas, Amparo Alonso-Betanzos, Antonio Bahamonde Rionda
Journal DECISION SUPPORT SYSTEMS Vol. In Press

Performance evaluation of unsupervised techniques in cyber-attack anomaly detection

Authors Jorge Meira, Rui Andrade, Isabel Praça, João Carneiro, Verónica Bolón-Canedo, Amparo Alonso-Betanzos, Goreti Marreiros
Journal Journal of Ambient Intelligence and Humanized Computing

On the scalability of feature selection methods on high-dimensional data

Authors Verónica Bolón-Canedo, Diego Rego-Fernández, Diego Peteiro Barral, A. Alonso-Betanzos, Bertha Guijarro-Berdiñas, Noelia Sánchez-Maroño
Journal Knowledge and Information Systems Vol. 56 (pages 395 to 442)
DOI https://doi.org/10.1007/s10115-017-1140-3

An Information Theory-Based Feature Selection Framework for Big Data Under Apache Spark

Authors Sergio Ramírez-Gallego, Héctor Mouriño-Talín, David Martínez-Rego, Verónica Bolón-Canedo, José Manuel Benítez, Amparo Alonso-Betanzos, Francisco Herrera
Journal IEEE Transactions on Systems, Man, and Cybernetics: Systems Vol. 48 Num. 9 (pages 1441 to 1453)

On the use of different base classifiers in multiclass problems

Authors Laura Morán-Fernández, Verónica Bolón-Canedo, Amparo Alonso-Betanzos
Journal PROGRESS IN ARTIFICIAL INTELLIGENCE Vol. 6 (pages 315 to 323)
DOI https://doi.org/10.1007/s13748-017-0126-4

Testing different ensemble con gurations for feature selection

Authors Amparo Alonso-Betanzos, Verónica Bolón-Canedo, Borja Seijo-Pardo
Journal NEURAL PROCESSING LETTERS

On the use of feature selection to improve the detection of sea oil spills in SAR images

Authors David Mera, Verónica Bolón-Canedo, J.M. Cotos, A. Alonso-Betanzos
Journal COMPUTERS & GEOSCIENCES Vol. 100 Num. 100 (pages 166 to 178)
DOI https://doi.org/10.1016/j.cageo.2016.12.013

Volume, Variety and Velocity in Data Science.

Authors A. Alonso-Betanzos, José A. Gámez, Francisco Herrera, José M. Puerta, José C. Riquelme
Journal Knowledge-Based Systems Vol. 117 (pages 1 to 2)
DOI https://doi.org/10.1016/j.knosys.2016.11.005

Centralized vs. distributed feature selection methods based on data complexity measures

Authors Laura Morán-Fernández, Verónica Bolón-Canedo, Amparo Alonso-Betanzos
Journal Knowledge-Based Systems Vol. 117 (pages 27 to 45)
DOI https://doi.org/10.1016/j.knosys.2016.09.022

Content-based methods in peer assessment of open-response questions to grade students as authors and as graders.

Authors Oscar Luaces, Jorge Díez, Amparo Alonso-Betanzos, Alicia Troncoso, Antonio Bahamonde
Journal Knowledge-Based Systems Vol. 117 (pages 79 to 87)
DOI https://doi.org/10.1016/j.knosys.2016.06.024

Can classi cation performance be predicted by complexity measures? A study using microarray data.

Authors A. Alonso-Betanzos, Verónica Bolón-Canedo, Laura Morán-Fernández
Journal Knowledge and Information Systems Vol. 51 (pages 1067 to 1090)
DOI https://doi.org/10.1007/s10115-016-1003-3

Can classification performance be predicted by complexity measures? A study using microarray data

Authors Laura Morán-Fernández, Verónica Bolón-Canedo, Amparo Alonso-Betanzos
Journal Knowledge and Information Systems Vol. 51 Num. 3 (pages 1067 to 1090)
DOI https://doi.org/10.1007/s10115-016-1003-3

On the use of different base classifiers in multiclass problems

Authors Laura Morán-Fernández, Verónica Bolón-Canedo, Amparo Alonso-Betanzos
Journal PROGRESS IN ARTIFICIAL INTELLIGENCE Vol. 6 Num. 4 (pages 315 to 323)
DOI https://doi.org/10.1007/s13748-017-0126-4

Testing different ensemble configurations for feature selection

Authors Borja Seijo-Pardo, Verónica Bolón-Canedo, Amparo Alonso-Betanzos
Journal NEURAL PROCESSING LETTERS Vol. 46 Num. 3 (pages 857 to 880)
DOI https://doi.org/10.1007/s11063-017-9619-1

Multithreaded and Spark Parallelization of Feature Selection Filters

Authors Carlos Eiras-Franco, Verónica Bolón-Canedo, Sabela Ramos Garea, Jorge González Domínguez, Amparo Alonso-Betanzos, Juan Touriño Domínguez
Journal Journal of Computational Science Vol. 17 (pages 609 to 619)

Ensemble feature selection: Homogeneous and heterogeneous approaches

Authors Borja Seijo-Pardo, I. Porto-Díaz, Verónica Bolón-Canedo, Amparo Alonso-Betanzos
Journal Knowledge-Based Systems (pages 124 to 139)
DOI https://doi.org/10.1016/j.knosys.2016.11.017

Fault detection via Recurrence Time statistics and one class classi cation

Authors Amparo Alonso-Betanzos, Óscar Fontenla-Romero, David Martínez-Rego, Jose C Principe
Journal PATTERN RECOGNITION LETTERS Vol. 84 (pages 8 to 14)
DOI https://doi.org/10.1016/j.patrec.2016.07.019

Fast-mRMR: Fast minimum Redundancy Maximum Relevance algorithm for high-dimensional Big Data.

Authors Sergio Ramírez¿Gallego, Iago Lastra, David Martínez-Rego, Verónica Bolón-Canedo, José Manuel Benítez, Francisco Herrera, Amparo Alonso-Betanzos
Journal INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS (pages 1 to 19)
DOI https://doi.org/10.1002/int.21833

A uni ed pipeline for online feature selection and classi cation.

Authors Amparo Alonso-Betanzos, Bertha Guijarro-Berdiñas, Noelia Sánchez-Maroño, Diego Fernández Francos
Journal Expert Systems with Applications Vol. 55 (pages 532 to 545)

Feature selection for high-dimensional data.

Authors Verónica Bolón-Canedo, Amparo Alonso-Betanzos, Noelia Sánchez-Maroño
Journal PROGRESS IN ARTIFICIAL INTELLIGENCE Vol. 5 Num. 2 (pages 65 to 75)
DOI https://doi.org/10.1007/s13748-015-0080-y

Real-time tear lm classi cation through cost-based feature selection.

Authors Amparo Alonso-Betanzos, Verónica Bolón-Canedo, Noelia Sánchez-Maroño
Journal Lectures Notes in Computer Science Vol. 9420 (pages 78 to 98)

Data Discretization: Taxonomy and Big Data Challenge.

Authors Ramírez-Gallego, Salvador García, Héctor Mouriño-Talín, David Martínez-Rego, Verónica Bolón-Canedo, Amparo Alonso-Betanzos, Francisco Herrera
Journal WIREs : Data Mining and Knowledge Discovery Vol. 6 Num. 1 (pages 5 to 21)
DOI https://doi.org/10.1002/widm.1173

A comparison of performance of K-complex classifi cation methods using feature selection

Authors Amparo Alonso-Betanzos, Vicente Moret Bonillo, Verónica Bolón-Canedo, Noelia Sánchez-Maroño, Elena Hernandez-Pereira
Journal Information Sciences Vol. 328 (pages 1 to 14)
DOI https://doi.org/10.1016/j.ins.2015.08.022

A unified pipeline for online feature selection and classification

Authors Verónica Bolón-Canedo, Diego Fernández Francos, Diego Peteiro Barral, A. Alonso-Betanzos, Bertha Guijarro-Berdiñas, Noelia Sánchez-Maroño
Journal Expert Systems with Applications Vol. 55 (pages 532 to 545)
DOI https://doi.org/10.1016/j.eswa.2016.02.035

Testing scenarios to achieve worplace sustainability goals using Backcasting and Agent-based Modeling,

Authors García-Mira, R., Dumitru, A., A. Alonso-Betanzos, Noelia Sánchez-Maroño, Óscar Fontenla-Romero, Tony Craig, Gary Polhill
Journal ENVIRONMENT AND BEHAVIOR Vol. 49 Num. 9 (pages 1007 to 1037)
DOI https://doi.org/10.1177/0013916516673869

Dealing with inter-expert variability in clinical decision-making: A machine learning approach

Authors Verónica Bolón-Canedo, E. Ataer-Cansizoglu, D. Erdogmus, Kalpathy-Cramer, Oscar Fontenla-Romero, Amparo Alonso-Betanzos, M.F. Chiang
Journal Computer Methods and Programs in Biomedicine

A factorization approach to evaluate open-response assignments in MOOCS using preference learning on peer assessments

Authors Oscar Luaces, J. Díez, Amparo Alonso-Betanzos, A. Troncoso, A. Bahamonde
Journal Knowledge-Based Systems

Recent advances and emerging challenges in feature selection.

Authors Verónica Bolón-Canedo, N. Sánchez Maroño, Amparo Alonso-Betanzos
Journal Knowledge-Based Systems
DOI https://doi.org/10.1016/j.knosys.2015.05.014

Distributed feature selection: An application to microarray data classification

Authors Verónica Bolón-Canedo, Noelia Sánchez-Maroño, Amparo Alonso-Betanzos
Journal Applied Soft Computing
DOI https://doi.org/10.1016/j.asoc.2015.01.035

Stream change detection via passive-aggressive classification and Bernoulli CUSUM

Authors David Martínez Rego, Diego Fernández Francos, Oscar Fontenla-Romero, Amparo Alonso-Betanzos
Journal Information Sciences Vol. 305 (pages 130 to 145)
DOI https://doi.org/10.1016/j.ins.2015.01.022

AEPIA: Spanish Association for Arti cial Intelligence

Authors Amparo Alonso-Betanzos
Journal MATHWARE AND SOFT COMPUTING Vol. 22 Num. 2 (pages 11 to 14)

Exploring guidelines for classi cation of major heart failure subtypes by using Machine Learning

Authors Amparo Alonso-Betanzos, Verónica Bolón-Canedo
Journal Clinical Medicine Insights: Cardiology Vol. 6 Num. 1 (pages 57 to 71)
DOI https://doi.org/10.4137/cmc.s18744

Dealing with inter-expert variability in Retinopathy of Prematurity: a machine learning approach

Authors Verónica Bolón-Canedo, Esra Ataer-Cansizoglu, D. Erdogmus, Jayashree Kalpathy-Cramer, Óscar Fontenla-Romero, A. Alonso-Betanzos, Michael F. Chiang
Journal Computer Methods and Programs in Biomedicine Vol. 122 Num. 1 (pages 1 to 15)
DOI https://doi.org/10.1016/j.cmpb.2015.06.004

Exploring Guidelines for Classification of Major Heart Failure Subtypes by Using Machine Learning

Authors A. Alonso-Betanzos, Verónica Bolón Canedo, Guy Heyndrickx, Peter L.M. Kerkhof
Journal Clinical Medicine Insights: Cardiology Vol. 9 (pages 57 to 71)
DOI https://doi.org/10.4137/cmc.s18746

An Agent-Based Model for Simulating Environmental Behavior in an Educational Organization

Authors Noelia Sánchez-Maroño, Amparo Alonso-Betanzos, Óscar Fontenla-Romero, Carlota Brinquis-Nuñez, Gary Polhill, Tony Craig, Adina Dumitru, García-Mira, R.
Journal NEURAL PROCESSING LETTERS (pages 89 to 118)
DOI https://doi.org/10.1007/s11063-014-9390-5

A Methodology for Improving Tear Film Lipid Layer Classification

Authors Bea Remeseiro, Bolon-Canedo, Veronica, Peteiro-Barral, Diego, Alonso-Betanzos, Amparo, Guijarro-Berdinas, Bertha, Mosquera, Antonio, Penedo, Manuel G., Sanchez-Marono, Noelia
Journal IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS Vol. 18 Num. 4 (pages 1485 to 1493)
DOI https://doi.org/10.1109/jbhi.2013.2294732

A review of microarray datasets and applied feature selection methods

Authors Verónica Bolón-Canedo, Noelia Sánchez-Maroño, Amparo Alonso-Betanzos, José Manuel Benítez, F. Herrera
Journal Information Sciences Vol. 282 (pages 111 to 135)
DOI https://doi.org/10.1016/j.ins.2014.05.042

Data classification using an ensemble of filters

Authors Verónica Bolón-Canedo, Noelia Sánchez-Maroño, Amparo Alonso-Betanzos
Journal Neurocomputing Vol. 135 (pages 13 to 20)
DOI https://doi.org/10.1016/j.neucom.2013.03.067

A framework for cost-based feature selection

Authors Verónica Bolón-Canedo, Iago Porto Díaz, Noelia Sánchez-Maroño, Amparo Alonso-Betanzos
Journal Pattern Recognition Vol. 47 Num. 7 (pages 2481 to 2489)
DOI https://doi.org/10.1016/j.patcog.2014.01.008

An insight into microarray datasets and feature selection me-thods: a framework for ongoing studies

Authors Bolon-Canedo, Veronica, N. Sánchez Maroño, A. Alonso Betanzos, José Manuel Benítez, F. Herrera
Journal Information Sciences Vol. 282 (pages 111 to 135)

Automatic Bearing Fault Diagnosis Based on One-Class nu-SVM

Authors Diego Fernández-Francos, David Martínez Rego, Óscar Fontenla-Romero, Amparo Alonso-Betanzos
Journal COMPUTERS & INDUSTRIAL ENGINEERING Vol. 64 Num. 1 (pages 357 to 365)

A minimum volume covering approach with a set of ellipsoids

Authors David Martínez Rego, Enrique Castillo Ron, Oscar Fontenla-Romero, Amparo Alonso-Betanzos
Journal IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE Vol. 35 Num. 12 (pages 2997 to 3009)
DOI https://doi.org/10.1109/tpami.2013.94

Toward the scalability of neural networks through feature selection.

Authors Peteiro-Barral, Diego, Verónica Bolón-Canedo, Amparo Alonso-Betanzos, Guijarro-Berdinas, Bertha, Noelia Sánchez-Maroño
Journal Expert Systems with Applications Vol. 40 Num. 8 (pages 2807 to 2816)
DOI https://doi.org/10.1016/j.eswa.2012.11.016

A review of feature selection methods on synthetic data

Authors Verónica Bolon Canedo, Noelia Sánchez-Maroño, Amparo Alonso-Betanzos
Journal Knowledge and Information Systems Vol. 34 Num. 3 (pages 483 to 519)
DOI https://doi.org/10.1007/s10115-012-0487-8

Non linear Single Layer Neural Network training algorithm for incremental, non stationary and distributed learning scenarios

Authors David Martínez Rego, Óscar Fontenla-Romero, Amparo Alonso-Betanzos
Journal Pattern Recognition Vol. 45 Num. 12 (pages 4536 to 4546)

Information Theoretic Learning and Local Modeling for Binary and Multiclass Classification

Authors Iago Porto Díaz, David Martínez Rego, Amparo Alonso-Betanzos, Óscar Fontenla-Romero
Journal PROGRESS IN ARTIFICIAL INTELLIGENCE Vol. 1 Num. 4 (pages 315 to 328)

An ensemble of filters and classifiers for microarray data classification

Authors Bolon-Canedo, Veronica, N. Sánchez Maroño, A. Alonso Betanzos
Journal Pattern Recognition Vol. 45 Num. 1 (pages 531 to 539)

Information Theoretic Learning and local modelling for binary and multiclass classi cation

Authors Amparo Alonso-Betanzos, Óscar Fontenla-Romero, David Martínez-Rego
Journal PROGRESS IN ARTIFICIAL INTELLIGENCE Vol. 1 Num. 4 (pages 315 to 328)
DOI https://doi.org/10.1007/s13748-012-0032-8

Efficiency of local models ensembles for time series prediction

Authors David Martínez Rego, Óscar Fontenla-Romero, Amparo Alonso-Betanzos
Journal Expert Systems with Applications Vol. 38 Num. 6 (pages 6884 to 6894)

Reducing dimensionality in a database of sleep EEG arousals

Authors Diego Alvarez Estevez, Noelia Sánchez-Maroño, Amparo Alonso-Betanzos, Vicente Moret Bonillo
Journal Expert Systems with Applications Vol. 38 Num. 6 (pages 7746 to 7754)

A robust incremental learning method for non-stationary environments

Authors David Martínez Rego, Beatriz Pérez-Sánchez, Óscar Fontenla-Romero, Amparo Alonso-Betanzos
Journal Neurocomputing Vol. 74 Num. 11 (pages 1800 to 1808)

Feature selection and classification in multiple class datasets: An application to KDD Cup 99 dataset

Authors Verónica Bolón Canedo, Noelia Sánchez-Maroño, Amparo Alonso-Betanzos
Journal Expert Systems with Applications Vol. 38 Num. 5 (pages 5947 to 5957)

Scalability Analysis of ANN Training Algorithms with Feature Selection

Authors Verónica Bolon Canedo, Diego Peteiro Barral, Amparo Alonso-Betanzos, Bertha Guijarro-Berdiñas, Noelia Sánchez-Maroño
Journal LECTURE NOTES IN COMPUTER SCIENCE Vol. 7023 (pages 84 to 93)

Power Wind Mill Fault Detection via one-class v-SVM Vibration Signal Analysis

Authors David Martínez Rego, Óscar Fontenla-Romero, Amparo Alonso-Betanzos
Journal 2011 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN) (pages 511 to 518)

On the Behavior of Feature Selection Methods Dealing with Noise and Relevance over Synthetic Scenarios

Authors Noelia Sánchez-Maroño, Amparo Alonso-Betanzos, Verónica Bolón-Canedo
Journal 2011 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN) (pages 1530 to 1537)

A study of performance on microarray data sets for a classifier based on information theoretic learning

Authors Iago Porto Díaz, Verónica Bolon Canedo, Amparo Alonso-Betanzos, Óscar Fontenla-Romero
Journal NEURAL NETWORKS Vol. 24 Num. 8 (pages 888 to 896)

Combining functional networks and sensitivity analysis as wrapper method for feature selection

Authors Noelia Sánchez-Maroño, Amparo Alonso-Betanzos
Journal Expert Systems with Applications Vol. 38 Num. 10 (pages 12930 to 12938)

A New Convex Objective Function for the Supervised Learning of Single-Layer Neural Networks

Authors Óscar Fontenla-Romero, Bertha Guijarro-Berdiñas, Beatriz Pérez-Sánchez, Amparo Alonso-Betanzos
Journal Pattern Recognition Vol. 43 Num. 5 (pages 1984 to 1992)

A Snort-based agent for a JADE multi-agent intrusion detection system

Authors Eduardo Mosqueira-Rey, Amparo Alonso-Betanzos, Bertha Guijarro-Berdiñas, David Alonso-Ríos, J. Lago Piñeiro
Journal INTERNATIONAL JOURNAL OF INTELLIGENT INFORMATION AND DATABASE Vol. 3 Num. 1 (pages 107 to 121)

Conversion Methods for Symbolic Features: A Comparison applied to an Intrusion Detection Problem

Authors Elena Hernandez-Pereira, Juan Antonio Suárez Romero, Óscar Fontenla-Romero, Amparo Alonso-Betanzos
Journal Expert Systems with Applications Vol. 36 Num. 7 (pages 10612 to 10617)

Multispectral classification of grass weeds and wheat (Tritium durum) crop using linear and nonparametric functional discriminant analysis and neural networks

Authors F. López Granados, J.M. Peña Barragán, M. Jurado Expósito, M. Francisco-Fernández, R. Cao, Amparo Alonso-Betanzos, Óscar Fontenla-Romero
Journal WEED RESEARCH Vol. 48 Num. 1 (pages 28 to 37)

A comparative study of local classifiers based on clustering techniques and one-layer neural networks

Authors Yuridia Gago Pallarés, Óscar Fontenla-Romero, Amparo Alonso-Betanzos
Journal LECTURE NOTES IN COMPUTER SCIENCE Vol. 4881 (pages 168 to 177)

A misuse detection agent for intrusion detection in a multiagent architecture.

Authors Eduardo Mosqueira-Rey, Amparo Alonso-Betanzos, Belén Baldonedo del Río, Jesús Lago Piñeiro
Journal LECTURE NOTES IN COMPUTER SCIENCE Vol. 4496 (pages 466 to 475)

An improved version of the wrapper feature selection method based on functional decomposition

Authors Noelia Sánchez-Maroño, Amparo Alonso-Betanzos, Beatriz Pérez-Sánchez
Journal LECTURE NOTES IN COMPUTER SCIENCE Vol. 4669 Num. 2 (pages 240 to 249)

Feature selection based on sensitivity analysis

Authors Noelia Sánchez-Maroño, Amparo Alonso-Betanzos
Journal LECTURE NOTES IN COMPUTER SCIENCE Vol. 4788 (pages 239 to 248)

Filter methods for feature selection. A comparative study

Authors Noelia Sánchez-Maroño, Amparo Alonso-Betanzos, María Tombilla Sanromán
Journal LECTURE NOTES IN COMPUTER SCIENCE Vol. 4881 (pages 178 to 187)

Functional network topology learning and sensitivity analysis based on ANOVA decomposition

Authors Enrique Ron Castillo, Noelia Sánchez-Maroño, Amparo Alonso-Betanzos, Carmen Castillo Sánchez
Journal Neural Computation Vol. 19 Num. 1 (pages 231 to 257)

A Fast Classification Algorithm Based on Local Models

Authors Sabela Platero Santos, Óscar Fontenla-Romero, Amparo Alonso-Betanzos
Journal LECTURE NOTES IN COMPUTER SCIENCE Vol. 4224 (pages 249 to 256)

A very fast learning method for neural networks based on sensitivity analysis

Authors Enrique Castillo Ron, Bertha Guijarro-Berdiñas, Óscar Fontenla-Romero, Amparo Alonso-Betanzos
Journal JOURNAL OF MACHINE LEARNING RESEARCH Vol. 7 (pages 1159 to 1182)

Functional Networks and Analysis of Variance for Feature Selection

Authors Noelia Sánchez-Maroño, María Caamaño Fernández, Enrique Castillo Ron, Amparo Alonso-Betanzos
Journal LECTURE NOTES IN COMPUTER SCIENCE Vol. 4224 (pages 1031 to 1038)

A Fast Classification Algorithm Based on Local Models

Authors Amparo Alonso-Betanzos, Óscar Fontenla-Romero, Sabela Platero Santos
Journal LECTURE NOTES IN COMPUTER SCIENCE Vol. 4224 (pages 249 to 256)
DOI https://doi.org/10.1007/11875581_30

A new method for sleep apnea classification using wavelets and feedforward neural networks

Authors Óscar Fontenla-Romero, Bertha Guijarro-Berdiñas, Amparo Alonso-Betanzos, Vicente Moret Bonillo
Journal ARTIFICIAL INTELLIGENCE IN MEDICINE Vol. 34 Num. 1 (pages 65 to 76)

Linear-least-squares initialization of multilayer perceptrons through backpropagation of the desired response

Authors Deniz Erdogmus, Óscar Fontenla-Romero, José C. Príncipe, Amparo Alonso-Betanzos, Enrique Castillo
Journal IEEE TRANSACTIONS ON NEURAL NETWORKS Vol. 16 Num. 2 (pages 325 to 337)

Modelling engineering problems using Dimensional Analysis for feature extraction.

Authors Noelia Sánchez-Maroño, Óscar Fontenla-Romero, Enrique Castillo, Amparo Alonso-Betanzos
Journal LECTURE NOTES IN COMPUTER SCIENCE Vol. 3697 (pages 949 to 954)

A Measure of fault tolerance for functional networks

Authors Óscar Fontenla-Romero, Enrique Castillo Ron, Amparo Alonso-Betanzos, Bertha Guijarro-Berdiñas
Journal Neurocomputing Vol. 62 (pages 327 to 347)

A Bayesian Neural Network Approach for Sleep Apnea Classification

Authors Óscar Fontenla-Romero, Bertha Guijarro-Berdiñas, Amparo Alonso-Betanzos, Ana del Rocío Fraga Iglesias, Vicente Moret Bonillo
Journal LECTURE NOTES IN COMPUTER SCIENCE Vol. 2780 (pages 284 to 293)

An intelligent system for forest fire risk prediction and fire fighting management in Galicia

Authors Amparo Alonso-Betanzos, Óscar Fontenla-Romero, Bertha Guijarro-Berdiñas, Elena Hernandez-Pereira, Inmaculada Paz Andrade, Eulogio Jiménez, José Luis Legido Soto, Tarsy Carballas
Journal Expert Systems with Applications Vol. 25 Num. 4 (pages 545 to 554)

Linear Least-Squares Based Methods for Neural Networks Learning

Authors Óscar Fontenla-Romero, Deniz Erdogmus, J. C. Principe, Amparo Alonso-Betanzos, Enrique Castillo
Journal LECTURE NOTES IN COMPUTER SCIENCE Vol. 2714 (pages 84 to 91)

A New Learning Method for Single Layer Neural Networks Based on a Regularized Cost Function

Authors Juan Antonio Suárez Romero, Óscar Fontenla-Romero, Bertha Guijarro-Berdiñas, Amparo Alonso-Betanzos
Journal LECTURE NOTES IN COMPUTER SCIENCE Vol. 2686 (pages 270 to 277)

Recovering Missing Data with Functional and Bayesian Networks

Authors Enrique Castillo, Noelia Sánchez-Maroño, Amparo Alonso-Betanzos, Carmen Castillo
Journal LECTURE NOTES IN COMPUTER SCIENCE Vol. 2687 (pages 489 to 496)

Local Modelling Using Self-Organizing Maps and Single Layer Neural Networks

Authors Amparo Alonso-Betanzos, Bertha Guijarro-Berdiñas, Oscar Fontenla Romero, Enrique Castillo Ron, José C. Príncipe
Journal LECTURE NOTES IN COMPUTER SCIENCE Vol. 14 Num. 6 (pages 1429 to 1449)

A global optimum approach for one laye neural neworks

Authors Bertha Guijarro-Berdiñas, Amparo Alonso-Betanzos, Enrique Castillo Ron, Oscar Fontenla Romero
Journal Neural Computation Vol. 14 Num. 6 (pages 1429 to 1449)

Intelligent analysis and pattern recognition in cardiotocographic signal using a tightly coupled hybrid system

Authors Bertha Guijarro-Berdiñas, Amparo Alonso-Betanzos, Oscar Fontenla Romero
Journal Artificial Intelligence Vol. 136 Num. 1 (pages 1 to 27)

Empirical evaluation of a hybrid intelligent monitoring system using different measures of effectiveness.

Authors Bertha Guijarro-Berdiñas, Amparo Alonso-Betanzos
Journal ARTIFICIAL INTELLIGENCE IN MEDICINE Vol. 24 Num. 1 (pages 71 to 96)

Adaptive pattern recognition in the analysis of cardiotocographic records

Authors Óscar Fontenla-Romero, Amparo Alonso-Betanzos, Bertha Guijarro-Berdiñas
Journal IEEE TRANSACTIONS ON NEURAL NETWORKS Vol. 12 Num. 5 (pages 1188 to 1195)

An auto-learning system for the classification of heart rate deceleration patterns

Authors Bertha Guijarro-Berdiñas, Amparo Alonso-Betanzos, Óscar Fontenla-Romero, N. Sánchez Maroño
Journal LECTURE NOTES IN COMPUTER SCIENCE Vol. 2085 Num. - (pages 393 to 400)

A measure of noise immunitity for functional networks

Authors Óscar Fontenla-Romero, Bertha Guijarro-Berdiñas, Amparo Alonso-Betanzos
Journal LECTURE NOTES IN COMPUTER SCIENCE Vol. 2084 Num. - (pages 293 to 300)

A functional-neural network for post-nonlinear independent component analysis

Authors Óscar Fontenla-Romero, Bertha Guijarro-Berdiñas, Amparo Alonso-Betanzos
Journal LECTURE NOTES IN COMPUTER SCIENCE Vol. 2084 Num. - (pages 301 to 307)

Functional Networks

Authors A. Alonso-Betanzos
Journal LECTURE NOTES IN COMPUTER SCIENCE Num. 2084

Analysis and evaluation of hard and fuzzy clustering segmentation techniques in burned patient images

Authors Amparo Alonso-Betanzos, Bernardino Arcay Varela, Alfonso Castro Martínez
Journal IMAGE AND VISION COMPUTING Vol. 18 Num. 13 (pages 1045 to 1054)

Applyng Statistical, Uncertainty- Based and Connnectionist Approaches to the Prediction of Fetal Outcome: A Comparative Study

Authors Amparo Alonso-Betanzos, Eduardo Mosqueira-Rey, Vicente Moret Bonillo, Belén Baldonedo del Río
Journal ARTIFICIAL INTELLIGENCE IN MEDICINE Vol. 17 Num. 1 (pages 35 to 57)

Preprocessing of radiological images: comparison of the application of polynomic algorithms and artificial neural networks to the elimination of variations in background luminosity

Authors Bernardino Arcay Varela, Amparo Alonso-Betanzos, Alfonso Castro Martínez, C. García, Suárez Bustillo
Journal LECTURE NOTES IN COMPUTER SCIENCE Num. 1067 (pages 452 to 459)

Bilingüismo, Capacidad Cognitiva y Aprendizaje de Lenguas

Authors Mauro Andrés Fernández Rodríguez, Amparo Alonso-Betanzos
Journal SERIE 'MONOGRAFÍAS BREVES' Num. - (pages 0 to 0)

Sistemas Expertos. Prueba Diagnóstica

Authors Amparo Alonso-Betanzos
Journal INVESTIGACIÓN Y CIENCIA (pages 38 to 39)

EECB: A Knowledge Elicitation Tool Based on Repertory Grid and city block metric

Authors José R. Panamá Gabía, Miguel R. Penabad, Nieves Rodríguez Brisaboa, Amparo Alonso-Betanzos
Journal Expert Systems with Applications Vol. 14 Num. 3 (pages 249 to 258)

Information analysis and validation of intelligent monitoring systems in ICUs

Authors Vicente Moret Bonillo, Eduardo Mosqueira-Rey, Amparo Alonso-Betanzos
Journal IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE Vol. 1 Num. 2 (pages 87 to 99)

Developing and electrical distribution monitoring system

Authors Roldan, A., Amparo Alonso-Betanzos, Juan Arias Rodríguez
Journal IEEE COMPUTER APPLICATIONS IN POWER Vol. 10 Num. 1 (pages 36 to 42)

A hybrid intelligent system for the pre-processing of fetal heart rate signals in antenatal testing

Authors Bertha Guijarro-Berdiñas, Amparo Alonso-Betanzos, Soledad Prados Méndez, Olga Fernández Chaves, M. Álvarez Seoane, F. Ucieda Pardiñas
Journal LECTURE NOTES IN COMPUTER SCIENCE Vol. 1240 Num. - (pages 628 to 633)

A comparative analysis of the neonatal prognosis problem using artificial neural networks, statistical techniques and certainty management techniques

Authors Amparo Alonso-Betanzos, Eduardo Mosqueira-Rey, Belén Baldonedo del Río
Journal LECTURE NOTES IN COMPUTER SCIENCE Vol. 1240 Num. - (pages 995 to 1004)

An approach to validate intelligent monitoring systems in critical care.

Authors Amparo Alonso-Betanzos, Vicente Moret Bonillo, Eduardo Mosqueira-Rey
Journal MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING Vol. 34 Num. - (pages 403 to 404)

An expert system approach to antenatal assesment

Authors Amparo Alonso-Betanzos, Bertha Guijarro-Berdiñas, Vicente Moret Bonillo, A. Castro Martínez, L.D. Devoe
Journal NEW REVIEW OF APPLIED EXPERT SYSTEMS Vol. 2 Num. - (pages 139 to 155)

Un sistema inteligente para la monitorización de apneas en sueño

Authors Amparo Alonso-Betanzos, Vicente Moret Bonillo, Bertha Guijarro-Berdiñas, Mariano Javier Cabrero Canosa, A. Martins da Silva, J,P, Silva Cunha, J.M. Oliveira, A.M. Tomé
Journal VIGILIA SUEÑO Vol. - Num. 8 (pages 92 to 92)

Análise integrada de dados de sono num ambiente de neurofisiología clínica

Authors Mariano Javier Cabrero Canosa, Amparo Alonso-Betanzos, Bertha Guijarro-Berdiñas, J.M. Oliveira, A.M. Tomé, J.P. Silva Cunha, Alonso Martíns da Silva
Journal VIGILIA SUEÑO Vol. - Num. 8 (pages 91 to 91)

Automated analog to digital conversion of graphical cardiotocographic records

Authors Amparo Alonso-Betanzos, Mariano Javier Cabrero Canosa, Vicente Moret Bonillo
Journal JOURNAL OF CLINICAL ENGINEERING Vol. 20 Num. 1 (pages 57 to 65)

The NST-EXPERT project: The need to evolve

Authors Amparo Alonso-Betanzos, Bertha Guijarro-Berdiñas, Vicente Moret Bonillo, S. López González
Journal ARTIFICIAL INTELLIGENCE IN MEDICINE Vol. 7 Num. 4 (pages 297 to 314)

Expert Systems in Medicine

Authors Amparo Alonso-Betanzos, Vicente Moret Bonillo
Journal Expert Systems with Applications Vol. 6 Num. 4

The PATRICIA project: A semantic-based methodology for intelligent monitoring in the ICU

Authors Amparo Alonso-Betanzos, Vicente Moret Bonillo, Mariano Javier Cabrero Canosa, Bertha Guijarro-Berdiñas
Journal IEEE ENGINEERING IN MEDICINE AND BIOLOGY MAGAZINE Vol. 12 Num. 4 (pages 59 to 68)

Interpreting fetal well-being tests: The NST-EXPERT project

Authors Amparo Alonso-Betanzos, Vicente Moret Bonillo
Journal Automedica : an international journal of biomedical engineering & physics, informatics and technology Vol. 14 (pages 3 to 22)

Clinical validation procedure of an expert system for antenatal assessment

Authors Amparo Alonso-Betanzos, Vicente Moret Bonillo, L.D. Devoe, J.R. Searle, E. Ramos-Santos, B. Banias
Journal PROCEEDINGS OF THE 4TH INTERNATIONAL SYMPOSIUM ON BIOMEDICAL ENGINEERING PEÑÍSCOLA Num. - (pages 286 to 287)

FOETOS: An Expert System for Fetal Assessment

Authors Amparo Alonso-Betanzos, Vicente Moret Bonillo, Carlos Hernández Sande
Journal IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING Vol. 38 Num. 2 (pages 199 to 211)

NST EXPERT: An Intelligent Approach to the non-stress testing

Authors Amparo Alonso-Betanzos, Vicente Moret Bonillo, J.R. Searle, L.D. Devoe, E. Ramos-Santos, B. Banias, D. Sherline
Journal AMERICAN JOURNAL OF OBSTETRICS AND GYNECOLOGY Vol. 164 Num. 1 (pages 0 to 0)

Computers in ICU monitoring: An intelligent semantic-based method

Authors Amparo Alonso-Betanzos, Vicente Moret Bonillo, E.J. Truemper, J.R. Searle
Journal PROCEEDINGS IEEE ENGINEERING MEDICAL BIOL. SOCIETY Vol. 13 Num. 4 (pages 1637 to 1638)

An overview of ICU expert systems: temporal or patient oriented approaches?

Authors Amparo Alonso-Betanzos, Vicente Moret Bonillo, E.J. Truemper, J.R. Searle, E. García-Martín
Journal PROCEEDINGS OF THE 4TH INTERNATIONAL SYMPOSIUM ON BIOMEDICAL ENGINEERING PEÑÍSCOLA Num. - (pages 293 to 294)

Obstetrical decision-making based on predictive expert analysis

Authors Amparo Alonso-Betanzos, Vicente Moret Bonillo, L.D. Devoe, J.R. Searle
Journal PROCEEDINGS IEEE ENGINEERING MEDICAL BIOL. SOCIETY Vol. 13 Num. 4 (pages 1637 to 1638)

An approach to intensive care monitoring that combines deterministic and heuristic techniques

Authors Amparo Alonso-Betanzos, Vicente Moret Bonillo, J.R. Searle, Bernardino Arcay Varela, Carlos Hernández Sande
Journal JOURNAL OF CLINICAL ENGINEERING Vol. 15 Num. 1 (pages 35 to 43)

An ergonomic display for maternal-fetal signals monitoring during labor

Authors Amparo Alonso-Betanzos, Carlos Hernández Sande
Journal JOURNAL OF CLINICAL ENGINEERING Vol. 14 Num. 6 (pages 479 to 486)

FOETOS in clinical practice: A retrospective analysis of its performance

Authors Amparo Alonso-Betanzos, Vicente Moret Bonillo, L.D. Devoe, Carlos Hernández Sande
Journal ARTIFICIAL INTELLIGENCE IN MEDICINE Vol. 1 Num. 2 (pages 93 to 99)

ESTER: An expert system for management of respiratory weaning therapy

Authors Amparo Alonso-Betanzos, Vicente Moret Bonillo, Carlos Hernández Sande
Journal IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING Vol. 36 Num. 5 (pages 559 to 565)

Automatic unit for monitoring and diagnosis with the contraction stress test

Authors Amparo Alonso-Betanzos, Carlos Hernández Sande, J.E Arias
Journal MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING Num. 26 (pages 410 to 415)

Arti cial Intelligence techniques applied to the CST diagnosis

Authors Amparo Alonso-Betanzos, Carlos Hernández Sande
Journal JOURNAL OF PERINATAL MEDICINE Vol. 5 Num. 1 (pages 116 to 116)

Microarray Bioinformatics ("Methods in Molecular Biology" Series)

Editors Verónica Bolón-Canedo, Amparo Alonso-Betanzos
Publishing Humana, New York, NY, ()
ISBN 978-1-4939-9442-7

Recent Advances in Ensembles for Feature Selection (Intelligent Systems Reference Library)

Authors Verónica Bolón-Canedo, Amparo Alonso-Betanzos
Editors Kacprzyk, J., Lakhmi C. Jain
Publishing Springer - Verlag, (España)
ISBN 978-3-319-90079-7

Agent-Based Modeling of Sustainable Behaviors

Authors A. Alonso-Betanzos, N. Sánchez-Maroño, Óscar Fontenla-Romero
Editors A. Alonso-Betanzos, N. Sánchez-Maroño, Óscar Fontenla-Romero, G. Polhil, T. Craig, Javier Bajo Pérez, J. M. Corchado
Publishing SPRINGER, (España)
ISBN 978-3-319-46330-8

FUNDAMENTOS DE DISEÑO DE SISTEMAS INTELIGENTES

Authors Vicente Moret-Bonillo, Amparo Alonso-Betanzos, Mariano Javier Cabrero Canosa, Bertha Guijarro-Berdiñas, Eduardo Mosqueira-Rey
Editors Vicente Moret-Bonillo, Amparo Alonso-Betanzos, Mariano Javier Cabrero Canosa, Bertha Guijarro-Berdiñas, Eduardo Mosqueira-Rey
Publishing Delta publicaciones, (España)
ISBN 978-84-16383-66-5

Trends in Practical Applications of Agents, Multi-Agent Systems and Sustainability. The PAAMS Collection

Editors Javier Bajo, Josefa Z. Hernández, Philippe Mathieu, Andrew Campbell, Antonio Fernández-Caballero, María N. Moreno, Vicente Julián, Amparo Alonso-Betanzos, María Dolores Jiménez-López, Vicente Botti
Publishing springer verlag, (España)
ISBN 978-3-319-19629-9

Feature Selection for high-dimensional data

Authors Verónica Bolón-Canedo, Noelia Sánchez-Maroño, Amparo Alonso-Betanzos
Publishing Artificial intelligence (Berlin Springer), (España)
ISBN 978-3-319-21858-8

Advances in Artificial Intelligence. 15th Conference of the Spanish Association for Artificial Intelligence

Editors Amparo Alonso-Betanzos
Publishing Springer - Verlag, (España)
ISBN 978-3-642-40643-0

Up-to-date feature selection methods for scalable and efficient machine learning

Authors Amparo Alonso-Betanzos, Verónica Bolón-Canedo, Diego Fernández Francos, Iago Porto Díaz, Noelia Sánchez-Maroño
Publishing IGI Global, (España)
ISBN 978-1466639423

Fundamentos de Intelixencia Artificial.

Authors Vicente Moret Bonillo, Amparo Alonso-Betanzos, Mariano Javier Cabrero Canosa, Bertha Guijarro-Berdiñas, Eduardo Mosqueira-Rey
Publishing Servizo de Publicacións da UDC, Coruña, A (España)
ISBN 978-84-9749-315-4

Encyclopedia of Artificial Intelligence

Authors Noelia Sánchez-Maroño, Amparo Alonso-Betanzos
Publishing IGI Global, (España)
ISBN 9781599048499

Ingeniería del Conocimiento. Aspectos metodológicos

Authors Amparo Alonso-Betanzos, Bertha Guijarro-Berdiñas, Adolfo Lozano Tello, José Tomás Palma Méndez, María Jesús Taboada Iglesias
Publishing Pearson Educación, Madrid (España)
ISBN 84-205-4192-3

Fundamentos de Inteligencia Artificial( 2ª Edición)

Authors Vicente Moret Bonillo, Amparo Alonso-Betanzos, Mariano Javier Cabrero Canosa, Bertha Guijarro-Berdiñas, Eduardo Mosqueira-Rey
Publishing UDC, Coruña, A (España)
ISBN 84-95322-56-0

Fundamentos de Inteligencia Artificial

Authors Vicente Moret Bonillo, Amparo Alonso-Betanzos
Publishing Serv. Publicaciones Univ. La Coruña, (España)
ISBN 84-89694-68-0

Tecnologías de la Información y las Comunicaciones

Authors Bernardino Arcay Varela, Amparo Alonso-Betanzos, Vicente Moret Bonillo
Publishing Instituto Tecnológico de Galicia y Xunta de Galicia, (España)
ISBN 84-84973-13-7

Challenges and Future Trends for Microarray Analysis

Authors Verónica Bolón-Canedo. Amparo Alonso-Betanzos. I. López-de-Ullibarri. R. Cao
Book Microarray Bioinformatics
Publishing: Springer.
ISBN: 978-1-4939-9441-0
Pages From 283 to 293

A Review of Microarray Datasets: Where to Find Them and Specific characteristics

Authors Amparo Alonso-Betanzos. Verónica Bolón-Canedo. Laura Morán-Fernández. Noelia Sánchez-Maroño
Book Microarray Bioinformatics
Publishing: Springer.
ISBN: 978-1-4939-9441-0
Pages From 65 to 85

Feature selecion applied to microarray data

Authors Amparo Alonso-Betanzos. Verónica Bolón-Canedo. Laura Morán-Fernández. Borja Seijo-Pardo
Book Microarray Bioinformatics
Publishing: Springer.
ISBN: 978-1-4939-9441-0
Pages From 123 to 152

Preprocessing in high dimensional datasets

Authors A. Alonso-Betanzos. Verónica Bolón-Canedo. Carlos Eiras-Franco. Laura Morán-Fernández. Borja Seijo-Pardo
Book Advances in Biomedical Informatics
Vol. 137 Publishing: Springer - Verlag.
ISBN: 978-3-319-67512-1
Pages From 247 to 271

Big-Data Analysis, Cluster Analysis, and Machine-Learning Approaches

Authors A. Alonso-Betanzos. Verónica Bolón-Canedo
Book Sex-Specific Analysis of Cardiovascular Function
Publishing: Spriger.
ISBN: 978-3-319-77931-7
Pages From 607 to 626

Empirically-derived behavioral rules in agent-based models using decision trees learned from questionnaire data

Authors A. Alonso-Betanzos. Óscar Fontenla-Romero. Noelia Sánchez-Maroño. Gary Polhill. T. Craig
Book Agent-Based Modeling of Sustainable Behaviors
Publishing: SPRINGER.
ISBN: 978-3-319-46330-8
Pages From 53 to 76

Interactions matter: modelling everyday pro-environmental norm transmission and difussion in workplace networks

Authors G. Polhil. T. Craig. A. Alonso-Betanzos. Noelia Sánchez-Maroño. Óscar Fontenla-Romero. A. Dumitru. García-Mira, R.. Mirilia Bonnes. Marino Bonaiuto. Giuseppe Carrus. Fridanna Maricchiolo. Ferdinando Fornara. Corina Ilin. Linda Steg. Angela Ruepert. Kees Keizer
Book Agent-Based Modeling of Sustainable Behaviors
Publishing: SPRINGER.
ISBN: 978-3-319-46330-8
Pages From 27 to 52

Preprocessing in Big Data: New challenges for discretization and feature selection

Authors Verónica Bolón-Canedo. Noelia Sánchez-Maroño. A. Alonso-Betanzos
Book Frontiers in Data Science
Publishing: Taylor & Francis.
ISBN: 1498799329
Pages From 175 to 195

Feature Selection

Authors Noelia Sánchez-Maroño. Amparo Alonso-Betanzos
Book Encyclopedia of Artificial Intelligence
Vol. - Publishing: IGI Global.
ISBN: 978-1-59904-849-9
Pages From 632 to 638

Symbolic, Neural and Neuro-fuzzy Approaches to Pattern Recognition in Cardiotocograms.

Authors Oscar Fontenla Romero. Bertha Guijarro-Berdiñas. Amparo Alonso-Betanzos
Book Advances in Computacional Intelligence and learning. Methods and Aplications.
Vol. - Publishing: Kluwer Academic Plublishers.
ISBN: 0-7923-7645-5
Pages From 489 to 500

Medical Expert Systems

Authors Peter L.M. Kerkhof. Amparo Alonso-Betanzos. Vicente Moret Bonillo
Book Webster¿s Encyclopedia Electrical & Electronics Engineering
Vol. - Publishing: John Wiley & Sons.
ISBN: 0-471-13946-7
Pages From 498 to 508

The NST-EXPERT project: From the research prototype to the eld prototype

Authors A. Alonso-Betanzos. V. Moret-Bonillo. Bertha Guijarro-Berdiñas. Mariano Javier Cabrero Canosa
Book Moving towards expert systems globally in the 21th century
Publishing: Cognizant Communication Corp.
ISBN: 978-1882345007
Pages From 1321 to 1326

Towards a more sustainable anomaly detection: new methods and practical applications

Autor Jorge Alexandre Novo Meira
Director/s María Amparo Alonso Betanzos; Verónica Bolón Canedo; María Goreti Carvalho Marreiros
Scope Facultad de Informática
Qualification Sobresaliente Cum Laude

New scalable machine learning methods: Beyond classification and regression

Autor Carlos Eiras Franco
Director/s María Amparo Alonso Betanzos; Antonio Bahamonde Rionda; Berta María Guijarro Berdiñas
Scope Facultad de Informática
Qualification Sobresaliente Cum Laude

Simple but not simplistic: reducing the complexity of machine learning methods

Autor Laura Morán Fernández
Director/s María Amparo Alonso Betanzos; Verónica Bolón Canedo
Scope Facultad de Informática
Qualification Sobresaliente Cum Laude

Information Fusion and Ensembles in Machine Learning

Autor Borja Seijo Pardo
Director/s María Amparo Alonso Betanzos; Verónica Bolón Canedo
Scope Facultad de Informática
Qualification Sobresaliente Cum Laude

Computational learning algorithms for large-scale datasets

Autor Diego Fernández Francos
Director/s María Amparo Alonso Betanzos; Óscar Fontenla Romero
Scope Computación
Qualification Sobresaliente Cum Laude

Novel Machine Learning Methods Based on Information Theory

Autor Iago Porto Díaz
Director/s Óscar Fontenla Romero; María Amparo Alonso Betanzos
Scope Computación
Qualification Sobresaliente Cum Laude

Novel feature selection methods for high dimensional data

Autor Verónica Bolón Canedo
Director/s María Amparo Alonso Betanzos; María Noelia Sánchez Maroño
Scope Computación
Qualification Sobresaliente Cum Laude

On-line learning and anomaly detection methods. Applications to fault assessment.

Autor David Martínez Rego
Director/s María Amparo Alonso Betanzos; Óscar Fontenla Romero
Scope Computación
Qualification Apto Cum Laude

Algoritmos de aprendizaje, reducción de la dimensión y análisis de sensibilidad para redes funcionales y neuronales

Autor Maria Noelia Sanchez Maroño
Director/s Enrique Castillo Ron;María Amparo Alonso Betanzos
Scope Computación
Qualification Sobresaliente Cum Laude

Estudio, implementación y análisis de nuevos algoritmos de aprendizaje y nuevas medidas de tolerancia al ruido para redes funcionales y neuronales

Autor Óscar Fontenla Romero
Director/s María Amparo Alonso Betanzos;Enrique Castillo Ron
Scope Computación
Qualification Sobresaliente Cum Laude

CAFÉ: Un sistema con arquitectura híbrida para la monitorización inteligente del estado antenatal

Autor Berta M. Guijarro Berdiñas
Director/s María Amparo Alonso Betanzos
Scope Computación
Qualification Sobresaliente Cum Laude

Aprendizaje Automático para Combatir la Toxicidad en Conversaciones sobre Salud en Línea
I Workshop de la Sociedad Española de Inteligencia Artificial en Biomedicina (IABiomed)
National

Authors Jorge Paz-Ruza, Amparo Alonso-Betanzos, Bertha Guijarro-Berdiñas, Carlos Eiras-Franco
Place Coruña, A (España)

Explicabilidad Sostenible para Sistemas de Recomendación mediante Ranking Bayesiano de Imágenes
XI Simposio Teoría y Aplicaciones de Minería de Datos (TAMIDA)
National

Authors Jorge Paz-Ruza, Amparo Alonso-Betanzos, Bertha Guijarro-Berdiñas, B. Cancela, Carlos Eiras-Franco
Place Coruña, A (España)

Agent-based model to assess public acceptance of an energy sustainability project in the island of El Hierro
Knowledge-Based and Intelligent Information & Engineering Systems (KES-24)
International

Authors Alejandro Rodríguez-Arias, Noelia Sánchez-Maroño, Bertha Guijarro-Berdiñas, Amparo Alonso-Betanzos
Place Sevilla (España)

Black Box adversarial attacks over an NLP recommendation system
XX Conferencia de la Asociación Española para la Inteligencia Artificial (CAEPIA 2024)
National

Authors Brais Cancela, Bertha Guijarro-Berdiñas, Amparo Alonso-Betanzos
Place Coruña, A (España)

Algoritmo de explicacion de anomalías en espacios mixtos categorico-continuos utilizando técnicas de explicabilidad local
XX Conferencia de la Asociación Española para la Inteligencia Artificial (CAEPIA 2024)
National

Authors David Esteban Martínez, Bertha Guijarro-Berdiñas, Amparo Alonso-Betanzos, Carlos Eiras-Franco
Place Coruña, A (España)

Desvelando la Caja Negra: Utilización de Embeddings de Texto para el Ranking de Explicaciones
XX Conferencia de la Asociación Española para la Inteligencia Artificial (CAEPIA 2024)
National

Authors Miguel Escarda-Fernández, Brais Cancela, Carlos Eiras-Franco, Bertha Guijarro-Berdiñas, Amparo Alonso-Betanzos
Place Coruña, A (España)

AI-based algorithm for intrusion detection on a real dataset
32nd European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN 2024)
International

Authors David Esteban Martínez, Bertha Guijarro-Berdiñas, Amparo Alonso-Betanzos, Elena Hernandez-Pereira, Alejandro Esteban-Martínez
Place Brujas (Bélgica)
DOI https://doi.org/10.14428/esann/2024.es2024-204

Aprendizaje Positivo sin Etiquetas para Identificar Nuevos Genes Relacionados con la Restricción Dietética
VII Congreso XoveTIC 2024
International

Authors Jorge Paz-Ruza, Alex A. Freitas, Amparo Alonso-Betanzos, Bertha Guijarro-Berdiñas
Organization Centro de Investigación en Tecnoloxías da Información e as Comunicacións (CITIC)
Place Coruña, A (España)

Aprendizaje Positivo sin Etiquetas para la Mejora de la Explicabilidad por Imágenes de Sistemas de Recomendación
VII Congreso XoveTIC 2024
International

Authors Jorge Paz-Ruza, Álvaro Fernández-Campa-González, Amparo Alonso-Betanzos, Bertha Guijarro-Berdiñas
Organization Centro de Investigación en Tecnoloxías da Información e as Comunicacións (CITIC)
Place Coruña, A (España)

Conferencia inaugural
OPC ESPAÑA
National

Authors Amparo Alonso-Betanzos
Place Coruña, A (España)

XXXII Congreso Derecho y Salud
XXXII Congreso Derecho y Salud
National

Authors Amparo Alonso-Betanzos
Place Alicante/Alacant (España)

CAEPIA 2024
CAEPIA 2024, Conferencia de la Asociación Española para la Inteligencia Artificial
National

Authors Amparo Alonso-Betanzos
Place Coruña, A (España)

Impacto socioeconómico de la IA (repercusión actual)
XXIII Jornadas de Teología | Retos actuales: IA y transhumanismo
Autonomous

Authors Amparo Alonso-Betanzos
Place Santiago de Compostela (España)

Conferencia IA y sostenibilidad
Conferencia IA y sostenibilidad, FUNCAS
National

Authors Amparo Alonso-Betanzos
Place Madrid (España)

Una IA sostenible y efectiva para el desarrollo social en el Coruña Innovate Summit
Coruña Innovate Summit
Autonomous

Authors Amparo Alonso-Betanzos
Place Coruña, A (España)

La Inteligencia Artificial y la prospectiva
II Foro de Economía prospectiva de Galicia
Autonomous

Authors A. Alonso-Betanzos
Place Muxía (España)

How Agent-based modeling can help to foster sustainability projects
26th International Conference on Knowledge Based and Intelligent information and Engineering Systems (KES 2022)
International

Authors Noelia Sánchez-Maroño, Alejandro Rodríguez-Arias, Adina Dumitru, Isabel Lema-Blanco, Bertha Guijarro-Berdiñas, Amparo Alonso-Betanzos
Organization KES International
Place Verona (Italia)
DOI https://doi.org/10.1016/j.procs.2022.09.313

Sustainable Personalisation and Explainability in Dyadic Data Systems
26th International Conference on Knowledge Based and Intelligent information and Engineering Systems (KES 2022)
International

Authors Jorge Paz-Ruza, Carlos Eiras-Franco, Bertha Guijarro-Berdiñas, Amparo Alonso-Betanzos
Organization KES International
Place Verona (Italia)
DOI https://doi.org/10.1016/j.procs.2022.09.157

Artificial Intelligence and Sustainability
Corunna Innovate Summit
Autonomous

Authors Amparo Alonso-Betanzos
Place Coruña, A (España)

Green Machine Learning
30th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN 2022)
International

Authors Verónica Bolón-Canedo, Laura Morán-Fernández, Brais Cancela, Amparo Alonso-Betanzos
Place Brujas (Bélgica)

A Delayed Elastic-Net Approach for Performing Adversarial Attacks
25th International Conference on Pattern Recognition (ICPR 2020)
International

Authors Brais Cancela, Verónica Bolón-Canedo, Amparo Alonso-Betanzos
Organization IEEE Communitation Society
Place Milán (Italia)

Can Data Placement Be Effective for Neural Networks Classification Tasks? Introducing the Orthogonal Loss
25th International Conference on Pattern Recognition (ICPR 2020)
International

Authors Brais Cancela, Verónica Bolón-Canedo, Amparo Alonso-Betanzos
Organization IEEE Communitation Society
Place Milán (Italia)

Generating a Synthetic Population of Agents Through Decision Trees and Socio Demographic Data
International Work-Conference on Artificial Neural Networks (IWANN 2021). Lecture Notes in Computer Science
International

Authors A. Alonso-Betanzos, Bertha Guijarro-Berdiñas, Alejandro Rodríguez-Arias, Noelia Sánchez-Maroño
Place Granada (España)
DOI https://doi.org/10.1007/978-3-030-85099-9_11

Personalización de Recomendaciones en TripAdvisor Usando Deep Learning
X Simposio de Teoría y Aplicaciones de Minería de Datos (TAMIDA-CAEPIA)
National

Authors Iñigo Luis López-Riobóo Botana, Amparo Alonso Betanzos, Verónica Bolón Canedo, Antonio Bahamonde Rionda
Place Málaga (España)

Análisis de redes sociales basado en las conquistas de César Borgia
XIX Conferencia de la Asociación Española para la Inteligencia Artificial CAEPIA 20/21
National

Authors Javier Fumanal-Idocin, Oscar Cordón, Amparo Alonso-Betanzos, Humberto Bustince, Javier Fernández
Organization Asociación Española para la Inteligencia Artificial
Place Málaga (España)

Sustainable AI
INL Summit 2022
International

Authors Amparo Alonso-Betanzos
Organization INTERNATIONAL IBERIAN NANOTECHNOLOGY LABORATORY
Place Braga (Portugal)

Inteligencia Artificial y Ginecología
74 Congreso de la Sociedad Gallega de Obstetricia y Ginecología
Autonomous

Authors Amparo Alonso-Betanzos
Organization Sociedad Gallega de Obstetricia y Ginecología
Place Coruña, A (España)

Las Humanidades en la era de la Inteligencia Artificial. Cooperando para modelar sostenibilidad
V Congreso Internacional de la HDH: Humanidades Digitales Hispánicas
International

Authors Amparo Alonso-Betanzos
Place Santiago de Compostela (España)

Exploring a strategy for the development of AI-based diagnostic tools for rare diseases
European Human Genetics Conference (ESHG 2021)
International

Authors P. Romero- Campo, Bertha Guijarro-Berdiñas, M. Sobrido, Amparo Alonso-Betanzos
Organization Wiener Medizinische Akademie
Place Viena (online) (Austria)

On the Effectiveness of Convolutional Autoencoders on Image-Based Personalized Recommender Systems
III XoveTIC 2020
International

Authors Eva Blanco-Mallo, Beatriz Remeseiro López, Verónica Bolón-Canedo, Amparo Alonso-Betanzos
Organization Centro de Investigación en Tecnoloxías da Información e as Comunicacións (CITIC)
Place Coruña, A (España)

Regression Tree Based Explanation for Anomaly Detection Algorithm
III Congreso XoveTIC
Autonomous

Authors López-Riobóo Botana, Íñigo, Carlos Eiras-Franco, Amparo Alonso-Betanzos
Organization Centro de Investigación en Tecnoloxías da Información e as Comunicacións (CITIC)
Place Coruña, A (España)
DOI https://doi.org/10.3390/proceedings2020054007

Do we need hundreds of classifiers of a good feature selection?
28th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN2020)
International

Authors Laura Morán-Fernández, Verónica Bolón-Canedo, Amparo Alonso-Betanzos
Place Bruselas (Bélgica)

When size matters: Markov Blanket with limited bit depth conditional mutual information
Workshop on IoT, Edge, and Mobile for Embedded Machine Learning (ITEM 2020) - In conjunction with European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD 2020)
International

Authors Laura Morán-Fernández, Eva Blanco-Mallo, Konstantinos Sechidis, Amparo Alonso-Betanzos, Verónica Bolón-Canedo
Place Gante (Bélgica)

Only for your eyes: Visualizing the results of a personalized recommendation system
Art and Artificial Intelligence: a disruptive joint venture - (Art)^2Int (ECAI 2020 Workshop)
International

Authors Eva Blanco-Mallo, Beatriz Remeseiro, Verónica Bolón-Canedo, Amparo Alonso-Betanzos
Place Santiago de Compostela (España)

An Agent-Based Model to Simulate the Spread of a Virus Based on Social Behavior and Containment Measures.
III XoveTIC 2020
International

Authors Manuel Seijas Carpente, Bertha Guijarro-Berdiñas, Amparo Alonso-Betanzos, Alejandro Rodríguez-Arias, Adina Dumitru
Organization Centro de Investigación en Tecnoloxías da Información e as Comunicacións (CITIC)
Place Coruña, A (España)
DOI https://doi.org/10.3390/proceedings2020054022

Inteligencia Artificial y Género
Seminario Covid y Tecnología en clave de Género 2020
National

Authors Amparo Alonso-Betanzos
Organization Instituto de la Mujer y para la Igualdad de Oportunidades. Ministerio de Igualdad
Place Madrid (España)

Inteligencia Artificial: Una oportunidad para España, El necesario desarrollo de la IA en las empresas españolas
1st Space Industrial Economy 5.0 Sevilla Virtual Summit
National

Authors Amparo Alonso-Betanzos
Organization Fibes Sevilla
Place Sevilla (España)

Impacto de la Inteligencia Artificial en la Sociedad y en el mercado de trabajo
Jornada sobre Inteligencia Artificial al servicio de la Sociedad
National

Authors Amparo Alonso-Betanzos
Organization Universidad Internacional de Andalucía (UNIA)
Place Málaga (España)

La transformación de la educación por y para la Inteligencia Artificial
III Jornadas Cátedra Microsoft sobre Inteligencia Artificial y Desarrollo Humano
Autonomous

Authors Amparo Alonso-Betanzos
Organization Universidade de Santiago de Compostela (USC)
Place Santiago de Compostela (España)

Machine learning for predicting early left ventricular abnormalities in the general population
ESC Congress & World Congress on Cardiology
International

Authors Tatiana Kuznetsova, Nicholas Cauwenberghs, Francois Haddad, Amparo Alonso-Betanzos, Celine Vens
Organization European Society of Cardiology
Place París (Francia)
DOI https://doi.org/10.1093/eurheartj/ehz745.0661

Feature selection with limited bit depth mutual information for embedded systems
XoveTIC 2018
Autonomous

Authors Laura Morán-Fernández, Verónica Bolón-Canedo, Amparo Alonso-Betanzos
Organization Centro de Investigación en Tecnoloxías da Información e as Comunicacións (CITIC)
Place Coruña, A (España)

Uso de técnicas de Saliency para Selección de Características
II Workshop en Big Data y Análisis de Datos Escalable - CAEPIA 2018
National

Authors Brais Cancela, Verónica Bolón-Canedo, Amparo Alonso-Betanzos
Place Granada (España)

Selección de características escalable con ReliefF mediante el uso de Hashing Sensible a la Localidad
II Workshop en Big Data y Análisis de Datos Escalable - CAEPIA 2018
National

Authors Carlos Eiras-Franco, Bertha Guijarro-Berdiñas, Amparo Alonso-Betanzos, Antonio Bahamonde Rionda
Place Granada (España)

Segmentación de mercado explicable sobre datos de alta dimensión
II Workshop en Big Data y Análisis de Datos Escalable - CAEPIA 2018
National

Authors Carlos Eiras-Franco, Bertha Guijarro-Berdiñas, Amparo Alonso-Betanzos, Antonio Bahamonde Rionda
Place Granada (España)

Análisis de algoritmos de cuantificación basados en ajuste de distribuciones
IX Simposio de Teoría y Aplicaciones de la Minería de Datos - CAEPIA
National

Authors Alberto Castaño, Laura Morán-Fernández, Verónica Bolón-Canedo, Amparo Alonso-Betanzos
Place Granada (España)

Selección de características distribuidas en entornos heterogéneos
IX Simposio de Teoría y Aplicaciones de la Minería de Datos - CAEPIA
National

Authors Verónica Bolón-Canedo, Rubén Seoane-Martínez, José Luis Morillo-Salas, Amparo Alonso-Betanzos
Place Granada (España)

Analysis of imputation bias for feature selection with missing data
26th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN2018)
International

Authors Borja Seijo-Pardo, Amparo Alonso-Betanzos, Kristin P. Bennett, Verónica Bolón-Canedo, Isabelle Guyon, Julie Josse, Mehreen Saeed
Place Brujas (Bélgica)

Interpretable market segmentation on high dimension data
XoveTIC 2018
Autonomous

Authors Carlos Eiras-Franco, Bertha Guijarro-Berdiñas, Amparo Alonso-Betanzos, Antonio Bahamonde Rionda
Organization Centro de Investigación en Tecnoloxías da Información e as Comunicacións (CITIC)
Place Coruña, A (España)
DOI https://doi.org/10.3390/proceedings2181171

Beyond accuracy and time: Preservation of privacy, explainability or reduced-precision approaches in Machine Learning
Big Data Spain 2018
National

Authors Amparo Alonso-Betanzos
Place Madrid (España)

Privacy-preserving, explainability and reduced-precision approaches in Machine Learning
Bilbao Data Science Workshop - BiDAS 3
National

Authors Amparo Alonso-Betanzos
Organization Basque Center for Applied Mathematics
Place Bilbao (España)

Paving the way for providing teaching feedback in automatic evaluation of open response assignments
2017 International Joint Conference on Neural Networks
International

Authors Amparo Alonso-Betanzos, Verónica Bolón-Canedo, J. Díez, Oscar Luaces, A. Bahamonde
Place Anchorage, Alaska (Canadá)

Exploring the consequences of distributed feature selection in DNA microarray data
2017 International Joint Conference on Neural Networks (IJCNN 2017)
International

Authors Verónica Bolón-Canedo, Konstantinos Sechidis, Noelia Sánchez-Maroño, Amparo Alonso-Betanzos, Gavin Brown
Place Anchorage, Alaska (Estados Unidos)

Scalable approximate k-NN graph construction based on Local Sensitivity Hashing
25th European symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN2017) .
International

Authors Amparo Alonso-Betanzos, Carlos Eiras-Franco, David Martínez-Rego
Place Brujas (Bélgica)

Mutual Information for improving the efficiency of the SCH algorithm
25th European symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN2017) .
International

Authors Diego Fernández-Francos, Óscar Fontenla-Romero, Amparo Alonso-Betanzos, Gavin Brown
Place Brujas (Bélgica)

A distributed approach for classi cation using distance metrics
25th European symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN2017) .
International

Authors Laura Morán-Fernández, Verónica Bolón-Canedo, Amparo Alonso-Betanzos
Place Brujas (Bélgica)

Algorithmic challenges in Big Data Analytics
25th European symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN2017) .
International

Authors Verónica Bolón-Canedo, David Martínez-Rego, Amparo Alonso-Betanzos
Place Brujas (Bélgica)

Using a feature selection ensemble on DNA microarray datasets
25th European symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN2017) .
International

Authors Borja Seijo-Pardo, Verónica Bolón-Canedo, Amparo Alonso-Betanzos
Place Brujas (Bélgica)

Data complexity measures for analyzing the effect of SMOTE over microarrays
25th European symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN2017) .
International

Authors Laura Morán-Fernández, Verónica Bolón-Canedo, Amparo Alonso-Betanzos
Place Brujas (Bélgica)

Machine Learning for Medical Applications
25th European symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN2017) .
International

Authors Verónica Bolón-Canedo, Amparo Alonso-Betanzos
Place Brujas (Bélgica)

A distributed approach for classification using distance metrics
25th European symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN2017) .
International

Authors Laura Morán-Fernández, Verónica Bolón-Canedo, Amparo Alonso-Betanzos
Place Brujas (Bélgica)

Scalable approximate k-NN Graph construction based on Locality Sensitive Hashing
25th European symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN2017) .
International

Authors Carlos Eiras-Franco, Leslie Kanthan, Amparo Alonso-Betanzos, David Martínez-Rego
Place Brujas (Bélgica)

Metrical representation of readers and articles in a digital newspaper
RecPro le 2016 - Workshop on Pro ling User Preferences for Dynamic Online and Real-Time Recommendations.
International

Authors Amparo Alonso-Betanzos, David Martínez-Rego
Place Boston (Estados Unidos)

One-class classification algorithm based on convex hull
ESANN 2016 - European Symposium on Artificial Neural Networks
International

Authors Diego Fernández Francos, Óscar Fontenla-Romero, Amparo Alonso-Betanzos
Place Brujas (Bélgica)

Ensemble feature selection for ranking of features
International Work Conference on Artificial Neural Networks (IWANN)-2015, Core B
International

Authors B. Seijo-Pardo, Verónica Bolón-Canedo, Iago Porto Díaz, Amparo Alonso-Betanzos
Place Palma (España)

Selection of the best base classi er in one-versus-one using data complexity measures
CAEPIA 2015. Conference of the Spanish Association for Artificial Intelligence.
International

Authors Amparo Alonso-Betanzos, Laura Morán-Fernández, Verónica Bolón-Canedo
Place Albacete (España)

Using data complexity measures for thresholding in feature selection rankers
CAEPIA 2015. Conference of the Spanish Association for Artificial Intelligence.
International

Authors Borja Seijo-Pardo, Amparo Alonso-Betanzos, Verónica Bolón-Canedo
Place Albacete (España)

Including content-based methods in peer-assessment of open-response questions
2015 IEEE 15th International Conference on Data Mining Workshops (ICDMW)
International

Authors Amparo Alonso-Betanzos
Place Atlantic City (Estados Unidos)

Un framework de selección de características basado en la teoría de la información para Big Data sobre Apache Spark
CAEPIA 2015. Conference of the Spanish Association for Artificial Intelligence.
International

Authors David Martínez-Rego, Verónica Bolón-Canedo, Amparo Alonso-Betanzos
Place Albacete (España)

Cali ficación de cali ficadores en la evaluación por pares de exámenes de respuesta abierta
CAEPIA 2015. Conference of the Spanish Association for Artificial Intelligence.
International

Authors Amparo Alonso-Betanzos
Place Albacete (España)

Estudio sobre ensembles de rankings de características
CAEPIA 2015. Conference of the Spanish Association for Artificial Intelligence.
International

Authors Amparo Alonso-Betanzos, Borja Seijo-Pardo, Verónica Bolón-Canedo
Place Albacete (España)

A time efficient approach for distributed feature selection partitioning by features
CAEPIA 2015. Conference of the Spanish Association for Artificial Intelligence.
International

Authors Amparo Alonso-Betanzos, Laura Morán-Fernández, Verónica Bolón-Canedo
Place Albacete (España)

Paralelización de algoritmos de selección de características en la plataforma Weka
CAEPIA 2015. Conference of the Spanish Association for Artificial Intelligence.
International

Authors Amparo Alonso-Betanzos, Carlos Eiras-Franco, Verónica Bolón-Canedo, Rodriguez, J., J. Touriño
Place Albacete (España)

Distributed Entropy Minimization Discretizer for Big Data analysis under Apache Spark
(IEEE BigDataSE-15) - 9th IEEE International Conference on Big Data Science and Engineering
International

Authors Amparo Alonso-Betanzos, David Martínez-Rego, Verónica Bolón-Canedo
Place Helsinki (Finlandia)
DOI https://doi.org/10.1109/trustcom.2015.559

A distributed feature selection approach based on a complexity measure
International Work Conference on Artificial Neural Networks (IWANN)-2015, Core B
International

Authors Amparo Alonso-Betanzos, Verónica Bolón-Canedo, Noelia Sánchez-Maroño
Place Palma (España)

An insight on complexity measures and classi cation in micro- array data
IJCNN 2015 - 2015 International Joint Conference on Neural Networks
International

Authors Amparo Alonso-Betanzos, Laura Morán-Fernández, Verónica Bolón-Canedo
Place Killarney (Irlanda)
DOI https://doi.org/10.1109/ijcnn.2015.7280302

Designing decision trees for representing sustainable behaviors in agents
13th Conference on Practical Applications of Agents and Multi-Agent Systems (PAAMS) 2015
International

Authors Óscar Fontenla-Romero, Amparo Alonso-Betanzos, Noelia Sánchez-Maroño
Place Salamanca (España)

Learning features on tear fi lm lipid layer classi cation
23th European symposium on Arti cial Neural Networks, Computational Intelligence and Machine Learning (ESANN) 2015
International

Authors Verónica Bolón-Canedo, Amparo Alonso-Betanzos
Place Brujas (Bélgica)

Empirical Agent-based modelling of everyday pro-environmental behaviours at work
7th International Congress on Environmental Modelling and Software, June 15-19, San Diego, CA, USA. http://www.iemss.org/society/index.php/iemss-2014-proceedings
International

Authors Gary Polhill, Amparo Alonso-Betanzos, Noelia Sánchez-Maroño, Oscar Fontenla-Romero, Adina Dumitru, Mirilia Bonnes, Marino Bonaiuto, Giuseppe Carrus, Ferdinando Fornara, Fridanna Maricchiolo, Linda Steg , Angela Ruepert, Kees Kaizer, García-Mira, R.
Organization The International Environmental Modelling & Software Society
Place San Diego, CA (Estados Unidos)

Influence of internal values and social networks for achieving sustainable organizations
21st European Conference on Artificial Intelligence (ECAI'2014)
International

Authors Noelia Sanchez Maroño, Amparo Alonso-Betanzos, O. Fontenla Romero, Carlota Brinquis-Nuñez, Gary Polhill, T. Craig
Place Praga (República Checa)

Modeling consumption of contents and advertising in online newspapers
22th European symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN) 2014.
International

Authors I. Porto-Díaz, David Martínez Rego, O. Fontenla Romero, Amparo Alonso-Betanzos
Place Brujas (Bélgica)

Novel feature selection methods for high dimensional data
6th International Conference on Agents and Artificial Intelligence (ICAART 2014)
International

Authors Verónica Bolón Canedo, Noelia Sanchez Maroño, Amparo Alonso-Betanzos
Organization Institute for Systems and Technologies of Information, Control and Communication (INSTICC)
Place Angers (Francia)

Scalability analysis of mRMR for microarray data
6th International Conference on Agents and Artificial Intelligence (ICAART 2014)
International

Authors Amparo Alonso-Betanzos, David Martínez-Rego, Verónica Bolón-Canedo
Organization Institute for Systems and Technologies of Information, Control and Communication (INSTICC)
Place Angers (Francia)

Learning on vertically partitioned data based on x2 feature selection and naive bayes classi cation
6th International Conference on Agents and Artificial Intelligence (ICAART 2014)
International

Authors Amparo Alonso-Betanzos, Verónica Bolón-Canedo, Bertha Guijarro-Berdiñas, Noelia Sánchez-Maroño, Diego Peteiro Barral
Organization Institute for Systems and Technologies of Information, Control and Communication (INSTICC)
Place Angers (Francia)

mC-ReliefF: An extension of ReliefF for cost-based feature selection
6th International Conference on Agents and Artificial Intelligence (ICAART 2014)
International

Authors Amparo Alonso-Betanzos, Verónica Bolón-Canedo, Noelia Sánchez-Maroño, Bea Remeseiro
Organization Institute for Systems and Technologies of Information, Control and Communication (INSTICC)
Place Angers (Francia)

Peer Assessment in MOOCS using preference learning via matrix factorization
NIPS Workshop on Data-Driven Education 2013
International

Authors Amparo Alonso-Betanzos
Organization Stanford University
Place Lake Tahoe, Nevada (Estados Unidos)

Exact incremental learning for a single non-linear neuron based on Taylor expansion and Greville formula
CAEPIA 2013 - XV Congreso de la Asociación Española Para la Inteligencia Artificial
International

Authors Amparo Alonso-Betanzos, David Martínez-Rego, Óscar Fontenla-Romero
Place Salamanca (España)

Estrategia docente de la materia de Sistemas Inteligentes en la titulación de grado en Ingeniería Informática
XIX Jornadas de Enseñanza Universitaria de la Informática (JENUI'13)
National

Authors Beatriz Pérez-Sánchez, Amparo Alonso-Betanzos, Vicente Moret-Bonillo, David Martínez-Rego
Organization Universidad Jaume I
Place Castellón de la Plana/Castelló de la Plana (España)

A decision-making model for environmental behavior in agent-based modelling
International Work Conference on Artificial Neural Network (IWANN 2013)
International

Authors Amparo Alonso-Betanzos, Óscar Fontenla-Romero, Noelia Sánchez-Maroño
Organization Iwann
Place Puerto de la Cruz (España)

A distributed wrapper approach for feature selection
ESANN 2013 - European Simposium on Artificial Neural Networks (Core B)
International

Authors Amparo Alonso-Betanzos, Verónica Bolón-Canedo, Noelia Sánchez-Maroño
Place Brujas (Bélgica)

Interferential tear film lipid layer classi cation: An automatic dry eye test
IEEE 24th International Conference on Tools with Artificial Intelligence (ICTAI 2012)
International

Authors Verónica Bolón-Canedo, Amparo Alonso-Betanzos, Bertha Guijarro-Berdiñas, Noelia Sánchez-Maroño
Organization Aristotle University of Thessaloniki
Place Athens (Grecia)

Scalability analysis of lter-based methods for feature selection
16th International Conference on Knowledge-Based and Intelligent Information & Engineering Systems (KES-2012)
International

Authors Verónica Bolón-Canedo, Amparo Alonso-Betanzos, Bertha Guijarro-Berdiñas, Noelia Sánchez-Maroño
Organization KES
Place Donostia-San Sebastián (España)

Cómo orientar las tutorías de grupo reducido en el aprendizaje de materias en enseñanzas técnicas
IX FORO INTERNACIONAL SOBRE LA EVALUACIÓN DE LA CALIDAD DE LA INVESTIGACIÓN Y DE LA EDUCACIÓN SUPERIOR (FECIES). Santiago de Compostela (España), 12-15 de Junio de 2012
National

Authors Amparo Alonso-Betanzos, Beatriz Pérez-Sánchez, Bertha Guijarro-Berdiñas
Place Santiago de Compostela (España)

An ontology-based design for modelling case studies of everyday pro-environmental behaviour in the workplace
iEMSs 2012 - International Conference on Environmental Modeling and Software Managing Resources of a limited planet
International

Authors Noelia Sánchez-Maroño, Óscar Fontenla-Romero, Amparo Alonso-Betanzos
Organization The International Environmental Modelling & Software Society
Place Leipzig (Alemania)

Deriving agents from questionnaire data. Developing decision trees from norms and behaviour
ESSA 2012 ¿ 8th Conference of the European Social Simulation Association
International

Authors Amparo Alonso-Betanzos, Óscar Fontenla-Romero, Noelia Sánchez-Maroño
Place Salzburgo (Austria)

Patterns of sustainable production and consumption in largescale organizations: Multi-method approaches to the study of workplace practices
15th European Roundtable on Sustainable Consumption and Production
International

Authors Amparo Alonso-Betanzos, Adina Dumitru
Place Bregenz (Austria)

One-class classi er based on Extreme Value Statistics
ESANN 2012 - European Simposium on Artificial Neural Networks (Core B)
International

Authors Amparo Alonso-Betanzos, David Martínez-Rego, Óscar Fontenla-Romero
Place Brujas (Bélgica)

An agent-based prototype for enhancing sustainability behavior at an academic environment
Workshop on Agents and Multi-agent Systems for Enterprise Integration (Zoco 2012) in conjunction with the 10th International Conference on Practical Applications of Agents and Multi-Agent Systems (PAAMS)
International

Authors Amparo Alonso-Betanzos, Óscar Fontenla-Romero, Noelia Sánchez-Maroño, Verónica Bolón-Canedo
Organization Universidad Pontificia de Salamanca (UPSA)
Place Salamanca (España)

Toward an ensemble of lters for classi fication
International Conference on Intelligent Systems Design and Applications ISDA 2011
International

Authors Amparo Alonso-Betanzos, Noelia Sánchez-Maroño, Verónica Bolón-Canedo
Place Córdoba (España)

Novel feature selection methods applied to high dimensionality datasets
14th Conference of the Spanish Association for Artificial Intelligence (CAEPIA 2011)
National

Authors Amparo Alonso-Betanzos, Noelia Sánchez-Maroño, Verónica Bolón-Canedo
Organization N.D.
Place San Cristóbal de La Laguna (España)

A multiclass classi er based on local modelling and Information Theoretic Learning
14th Conference of the Spanish Association for Artificial Intelligence (CAEPIA 2011)
National

Authors Amparo Alonso-Betanzos, Óscar Fontenla-Romero, I. Porto-Díaz
Organization N.D.
Place San Cristóbal de La Laguna (España)

Statistical dependence measure for feature selection in micro-array datasets
ESANN 2011 - European Simposium on Artificial Neural Networks (Core B)
International

Authors Verónica Bolón-Canedo, Noelia Sánchez-Maroño, Amparo Alonso-Betanzos
Place Brujas (Bélgica)

Multiclass classifiers vs multiple binary classifiers using filters for feature selection
2010 IEEE World Congress on Computational Intelligence (IEEE WCCI 2010). 2010 International Joint Conference on Neural Networks (IJCNN 2010)
International

Authors Noelia Sánchez-Maroño, Amparo Alonso-Betanzos, Pablo García González, Verónica Bolón Canedo
Place Barcelona (España)

On the Effectiveness of Discretization on Gene Selection of Microarray Data
2010 IEEE World Congress on Computational Intelligence (IEEE WCCI 2010). 2010 International Joint Conference on Neural Networks (IJCNN 2010)
International

Authors Verónica Bolón Canedo, Noelia Sánchez-Maroño, Amparo Alonso-Betanzos
Place Barcelona (España)

Feature selection and conversion methods in KDDCup dataset: A comparison of performance
International Conference Artificial Intelligence and Applications (AIA)
International

Authors Verónica Bolón Canedo, Noelia Sánchez-Maroño, Amparo Alonso-Betanzos, Elena Hernandez-Pereira
Place Innsbruck (Austria)

Fault Prognosis of Mechanical Components Using On-Line Learning Neural Networks
International Conference on Artificial Neural Networks (ICANN 2010) - Lecture Notes in Computer Science 6352
International

Authors David Martínez Rego, Óscar Fontenla-Romero, Beatriz Pérez-Sánchez, Amparo Alonso-Betanzos
Place Salónica (Grecia)

Local Modeling Classifier for Microarray Gene-Expression Data
International Conference on Artificial Neural Networks (ICANN 2010) - Lecture Notes in Computer Science 6352
International

Authors Iago Porto Díaz, Verónica Bolón Canedo, Amparo Alonso-Betanzos, Óscar Fontenla-Romero
Place Salónica (Grecia)

A Log Analyzer Agent for Intrusion Detection in a Multi-agent System
International Conference on Knowledge-Based & Intelligent Engineering Systems (KES 2010) - Lecture Notes in Artificial Intelligence 6276
International

Authors Iago Porto Díaz, Óscar Fontenla-Romero, Amparo Alonso-Betanzos
Place Cardiff (Reino Unido)

A wrapper method for feature selection in multiple classes dataset
10th International Work-Conference on Artificial Neural Networks (IWANN2009)
International

Authors Noelia Sánchez-Maroño, Amparo Alonso-Betanzos, Rosa M. Calvo Estévez
Place Salamanca (España)

Filter-based Feature Selection for the Detection of Arousals in Sleep Studies.
CAEPIA-TTIA 2009, XIII Conferencia de la Asociación Española para la Inteligencia Artificial
International

Authors Diego Álvarez Estévez, Noelia Sánchez-Maroño, Amparo Alonso-Betanzos, Vicente Moret Bonillo
Place Sevilla (España)

Combining Feature Selection and the FVQIT Method for Classification in KDD Cup 99 Dataset
ICANN¿09, International Conference on Artificial Neural Networks
International

Authors Iago Porto Díaz, David Martínez Rego, Óscar Fontenla-Romero, Amparo Alonso-Betanzos
Place Limassol (Chipre)

A combination of discretization and filter methods for improving classification performance in KDD Cup 99 dataset.
IJCNN'09, International Joint Conference on Neural Networks
International

Authors Verónica Bolón Canedo, Noelia Sánchez-Maroño, Amparo Alonso-Betanzos
Place Atlanta (Estados Unidos)

A New Supervised Local Modelling Classifier based on Information Theory
IJCNN'09, International Joint Conference on Neural Networks
International

Authors David Martínez Rego, Óscar Fontenla-Romero, Iago Porto Díaz, Amparo Alonso-Betanzos
Place Atlanta (Estados Unidos)

A JADE-Based Framework for Developing Evolutionary Multi-Agent Systems
PAAMS 2009, 7th International Conference on Practical Applications of Agents and Multi-Agent Systems
International

Authors Bertha Guijarro-Berdiñas, Amparo Alonso-Betanzos, Silvia López López, Santiago Fernández Lorenzo, David Alonso-Ríos
Organization Universidad de Salamanca
Place Salamanca (España)

A Novel Hybrid Method for Feature Subset Selection
ASC 2008, 12th IASTED International Conference Artificial Intelligence and Soft Computing.
International

Authors Noelia Sánchez-Maroño, Amparo Alonso-Betanzos, María Tombilla Sanromán
Place España

Vibration Analysis and Condition Forecasting for Rotating Machinery using Local Modeling Neural Networks
ASC 2008, 12th IASTED International Conference Artificial Intelligence and Soft Computing.
International

Authors David Martínez Rego, Óscar Fontenla-Romero, Amparo Alonso-Betanzos, Manuel Vilaboy Jarel, Alberto Bouza Durán
Place España

A Method for Time Series Prediction using a Combination of Linear Models
ESANN 2008, 16th European Symposium on Artificial Neural Network. Advances in Computational Intelligence and Learning.
International

Authors David Martínez Rego, Óscar Fontenla-Romero, Amparo Alonso-Betanzos
Place Bruxas (Países Bajos)

A Regularized Learning Method for Neural Networks Based on Sensitivity Analysis.
ESANN 2008, 16th European Symposium on Artificial Neural Network. Advances in Computational Intelligence and Learning.
International

Authors Bertha Guijarro-Berdiñas, Óscar Fontenla-Romero, Beatriz Pérez-Sánchez, Amparo Alonso-Betanzos
Place Bruxas (Países Bajos)

Multispectral classification of grass weeds and wheat (Triticum durum) crop using linear and nonparametric functional discriminant analysis and neural networks.
XXX Congreso Nacional de Estadística e Investigación Operativa
National

Authors M. Francisco-Fernández, R. Cao, Óscar Fontenla-Romero, Amparo Alonso-Betanzos, F. López Granados, J.M. Peña Barragán, M. Jurado Expósito
Place Valladolid (España)

An evolutionary approach to including learning mechanisms in multiagent systems
ECAL 2007, 9th European Conference on Artificial Life workshops. Dynamics of Learning Behavior and Neuromodulation Workshop
International

Authors Eduardo Mosqueira-Rey, David Alonso-Ríos, Ana Vazquez Garcia, Belen Baldonedo del Río, Amparo Alonso-Betanzos, Vicente Moret Bonillo
Place Lisboa (Portugal)

Classification of computer intrusions using functional networks. A comparative study
ESANN 2007, 15 th. European Symposium on Artificial Neural Networks
International

Authors Amparo Alonso-Betanzos, Noelia Sánchez-Maroño, F. M. Carballal Fortes, Juan Suárez Romero, Beatriz Pérez-Sánchez
Place Brujas (Países Bajos)

A neural network model for the prediction of the ESTSP¿2007 competition data
ESTSP 2007, European Symposium on Time Series Prediction
International

Authors Beatriz Pérez-Sánchez, Bertha Guijarro-Berdiñas, Amparo Alonso-Betanzos
Place Espoo (Finlandia)

An evolutionary multiagent system for studying the usability of websites.
IWBT 2007, International Workshop on Intelligent Web based tools as part of the 19 th. IEEE International conference on Tools with Artificial Intelligence(ICTAI¿07)
International

Authors Eduardo Mosqueira-Rey, David Alonso-Ríos, Ana Vazquez Garcia, Belén Baldonedo del Río, Amparo Alonso-Betanzos, Vicente Moret Bonillo
Place Patras (Grecia)

Metodología del trabajo y experiencias de aprendizaje colaborativo y evaluación continua en la disciplina de Sistemas Multiagente
JENUI 2007, XIII Jornadas de Enseñanza Universitaria de la Informática
National

Authors F. Bellas, Amparo Alonso-Betanzos
Place Teruel (España)

Una aproximación al espacio europeo de educación superior basada en el desarrollo de proyectos software en ingeniería del conocimiento
JENUI 2007, XIII Jornadas de Enseñanza Universitaria de la Informática
National

Authors Bertha Guijarro-Berdiñas, Amparo Alonso-Betanzos
Place Teruel (España)

Clasificación de firmas espectrales de trigo, Avena Sterilis, Phalaris Brachystachis, Lolium Rigidum y Polypogon Monspeliensis aplicando análisis lineal, no paramétrico y redes neuronales.
SEMh 2007, XI Congreso de la Sociedad Española de Malherbología
National

Authors F. López Granados, J. M. Peña Barragán, M. Jurado Expósito, M. Francisco-Fernández, R. Cao, Amparo Alonso-Betanzos, Óscar Fontenla-Romero
Place Albacete (España)

An improved version of the wrapper feature selection model based on functional decomposition. Lecture Notes in Computer Science (vol. 4669)
International Conference on Artificial Neural Networks ICANN 2007
International

Authors Noelia Sánchez-Maroño, Amparo Alonso-Betanzos, Beatriz Pérez-Sánchez
Place Porto (Portugal)

Integrating a Priority-Based Scheduler of Behaviours in JADE
ESAW 2006 7th International Workshop on Engineering Societies in the Agents World WII
International

Authors Juan A. Suárez Romero, Amparo Alonso-Betanzos, Bertha Guijarro-Berdiñas
Place Dublin (Irlanda)

Detecting hypopneas using advanced techniques of signal processing
ESBME 2006, 5th European Symposium on Biomedical Engineering
International

Authors Amparo Alonso-Betanzos, Mariano Javier Cabrero Canosa, Beatriz Fernández Rey, Elena Hernandez-Pereira, Vicente Moret Bonillo
Place Patras, Ellas (Grecia)

Support vector machines for the classification of sleep apneas
ESBME 2006, 5th European Symposium on Biomedical Engineering
International

Authors Elena Hernandez-Pereira, Óscar Fontenla-Romero, Bertha Guijarro-Berdiñas, Amparo Alonso-Betanzos, Vicente Moret Bonillo
Place Patras, Ellas (Grecia)

An add-on for managing behaviours with Priority in JADE
IAT 2006, 2006 IEEE/WIC/ACM Intern. Conference on Intelligent Agent Technology
International

Authors Juan A. Suárez Romero, Amparo Alonso-Betanzos, Bertha Guijarro-Berdiñas
Place Hong Kong (China)

A new initialization method for neural networks using sensitivity analysis
ICMSM 2006, International Conference on Mathematical and Statistical Modeling in Honor of Enrique Castillo
International

Authors Bertha Guijarro-Berdiñas, Óscar Fontenla-Romero, Beatriz Pérez-Sánchez, Amparo Alonso-Betanzos
Place Ciudad Real (España)

Entorno de juegos para el desarrollo de prácticas de Inteligencia Artificial
JENUI 2006, XII Jornadas de Enseñanza Universitaria de la Informática
National

Authors Juan A. Suárez Romero, Amparo Alonso-Betanzos, Marcos Villares Souto
Place Bilbao (España)

Sistema inteligente para el mantenimiento predictivo en buques
CAEPIA 2005. XI Conferencia de la Asociación Española pra la Inteligencia Artificial
National

Authors Julián Fontela Vivanco, Óscar Fontenla-Romero, Amparo Alonso-Betanzos, Bertha Guijarro-Berdiñas, Noelia Sánchez-Maroño, Juan Antonio Suárez Romero
Place Santiago de Compostela (España)

A new wrapper method for feature subset selection
ESANN 2005. European Symposium on Artificial Neural Networks
International

Authors Noelia Sánchez-Maroño, Amparo Alonso-Betanzos, Enrique Castillo
Place Brujas (Países Bajos)

A tool for agent communication in Mozart/Oz
IAT 2005. The 2005 IEEE/WIC/ACM International Conference on Intelligent Agent Technology
International

Authors Juan Antonio Suárez Romero, Amparo Alonso-Betanzos, Bertha Guijarro-Berdiñas, Cristina Durán Sanlés
Place Compiegne (Francia)

Shear strength prediction using dimensional analysis and functional networks
EUROPEAN SYMPOSIUM ON ARTIFICIAL NEURAL NETWORKS (ESANN 2004)
International

Authors Amparo Alonso-Betanzos, Enrique Castillo Ron, Óscar Fontenla-Romero, Noelia Sánchez-Maroño
Place Brujas (Bélgica)

Clasificación de apneas en sueño mediante redes de neuronas artificiales
XXI Congreso Anual de la Sociedad Española de Ingeniería Biomédica. CASEIB2003
National

Authors Óscar Fontenla-Romero, Bertha Guijarro-Berdiñas, Amparo Alonso-Betanzos, Ana del Rocío Fraga Iglesias, Vicente Moret Bonillo
Place Mérida (España)

Un enfoque metodológico para la docencia en Ingeniería del Conocimiento.
IX Jornadas de Enseñanza Universitaria de la Informática. JENUI2003
National

Authors Amparo Alonso-Betanzos, Bertha Guijarro-Berdiñas, Adolfo Lozano Tello
Place Cádiz (España)

Accurate Initialization of Neural Network Weights by Backpropagation of the Desired Response
International Joint Conference on Neural Networks. IJCNN2003
International

Authors Amparo Alonso-Betanzos, Deniz Erdogmus, Óscar Fontenla-Romero, José C. Principe, Enrique Castillo, Robert Jenssen
Place Portland, Oregon (Estados Unidos)

Una red de neuronas con aprendizaje incremental para la clasificación de patrones fetales
IX Conferencia Española de Biometría
National

Authors Amparo Alonso-Betanzos, Óscar Fontenla-Romero, Bertha Guijarro-Berdiñas
Place Coruña, A (España)

Self-Organizing Maps and Functional Networks for Local Dynamic Modeling
European Symposium on Artificial Neural Networks. ESANN2003
International

Authors Noelia Sánchez-Maroño, Óscar Fontenla-Romero, Amparo Alonso-Betanzos, Bertha Guijarro-Berdiñas
Place Brujas (Bélgica)

Accelerating the convergence speed or neural networks learning methods using least squares
European Symposium on Artificial Neural Networks. ESANN2003
International

Authors José C. Principe, Óscar Fontenla-Romero, Deniz Erdogmus, Amparo Alonso-Betanzos, Enrique Castillo
Place Brujas (Bélgica)

Recursive Least Squares for an Entropy Regularized MSE Cost Function
European Symposium on Artificial Neural Networks. ESANN2003
International

Authors Deniz Erdogmus, Rao N. Yadunandana, José C. Principe, Óscar Fontenla-Romero, Amparo Alonso-Betanzos
Place Brujas (Bélgica)

Desarrollo de un sistema experto para predecir el peligro de los incendios forestales en Galicia y no de Castilla y León
VIII Encuentro del Grupo Especializado de termodinámica de las Reales Sociedades Españolas de Física y Química
National

Authors Amparo Alonso-Betanzos, Vicente Moret Bonillo
Place España

Local forest fire weather occurrence index for Galicia (Spain)
International Conference on Forest Fire Resarch
International

Authors Amparo Alonso-Betanzos, Vicente Moret Bonillo, Eulogio Jiménez Cuesta
Place Coimbra (Portugal)

TELEMACO: Un sistema intleigente para telemonitorización antenatal
XX Congreso Anual de la Sociedad Española de Ingeniería biomédica CASEIB¿2002
National

Authors Bertha Guijarro-Berdiñas, Amparo Alonso-Betanzos, Oscar Fontenla Romero, Noelia Sanchez Maroño
Place Zaragoza (España)

A multi-agent architecture for intrusion detection
Knowledge-based intelligent information engineering systems & allied technologies (KES¿02)
International

Authors Amparo Alonso-Betanzos, Bertha Guijarro-Berdiñas, Juan Antonio Suárez Romero
Place Italia

A neural network approach for forestal fire risk estimation
15th European Conference on Artificial Intelligence ECAI¿02
International

Authors Amparo Alonso-Betanzos, Bertha Guijarro-Berdiñas, Elena Hernandez-Pereira, Oscar Fontenla Romero
Place Lyon (Francia)

Sistema experto para Galicia: predicción del peligro de incendios forestales, gestion de recursos disponibles para la extinción y recuperación de suelos quemados
VI Congreso Nacional de Medio Ambiente (CONAVA VI)
National

Authors Eulogio Jiménez Cuesta, Amparo Alonso-Betanzos, M. Inmaculada Paz Andrade, T. Caballas, Jose L. Legido, A. Vega, J.L. Casanova
Place Madrid (España)

A neural network approach for forestal fire risk estimation
15th European Conference on Artificial Intelligence. ECAI 2002
International

Authors Amparo Alonso-Betanzos, Bertha Guijarro-Berdiñas, Elena Hernandez-Pereira, Eulogio Jiménez Cuesta, Oscar Fontenla Romero, Juan Canda, José Luis Legido, Cristina Paz Andrade, M. Inmaculada Paz Andrade
Place Lyon (Francia)

Programa de Prevención y Extinción de Incendios. Sistema experto para Galicia
VI Congreso Nacional del Medio Ambiente
International

Authors Amparo Alonso-Betanzos
Organization Xunta de Galicia
Place Madrid (España)

The KNITTER System: KQML for Erlang
2001 & EASS 2001 Student Sessions in Multi-Agent Systems and Applications
International

Authors Amparo Alonso-Betanzos, Bertha Guijarro-Berdiñas
Place Praga (República Checa)

Symbolic, neural and neuro-fuzzy approaches for pattern recognition in cardiotocograms
7th European Congress on Intelligent Techniques. ESIT-2000
International

Authors Amparo Alonso-Betanzos, Bertha Guijarro-Berdiñas, Óscar Fontenla-Romero
Place Aachen (Alemania)

A multi- resolution principal component analysis neural network for the detection of fetal heart rate patterns
European Congress on intelligent Techniques and Soft Computing/ EUFIT'99
International

Authors Amparo Alonso-Betanzos, Óscar Fontenla-Romero
Place Aachen (Alemania)

Detection of fetal rate accelerations and decelerations using artificial neural networks
International Symposium on Neural Computation.NC`98
International

Authors Amparo Alonso-Betanzos, Óscar Fontenla-Romero, Bertha Guijarro-Berdiñas, Olga Fernández Chaves, José C. Príncipe
Place Viena (Austria)

A neural network approach for the classifications of delerative cardiotocographic patterns in the CAFÉ project.
International Symposium on Neural Computation.NC`98
International

Authors Bertha Guijarro-Berdiñas, Amparo Alonso-Betanzos, Olga Fernández Chaves, M. Alvarez Seoane
Place Viena (Austria)

Aplicación de diferentes algoritmos polinómicos al preprocesado de imágenes radiológicas
XVI Congreso Anual de la Sociedad Española de Ingenieria Biomédica
National

Authors José Carlos Dafonte Vázquez, A. Castro Martínez, Bernardino Arcay Varela, Amparo Alonso-Betanzos
Place Valencia (España)

A hybrid intelligent system for the pre-processing of fetal heart rate signals in antental testing
Proc. International Work-Conference on Artificial and Natural Neural Networks
International

Authors Bertha Guijarro-Berdiñas, Amparo Alonso-Betanzos, Olga Fernández Chaves
Place España

A comparative analysis of the neonatal prognosis problem using artificial neural networks, statistical techniques and certainty
Proc. International Work-Conference on Artificial and Natural Neural Networks
International

Authors Amparo Alonso-Betanzos, Eduardo Mosqueira-Rey, Belén Baldonedo del Río
Place España

Análise integrada de dados de sono num ambiente de neurofisiología clínica
V Reunión Científica de la Asociación Ibérica de Patología del Sueño
International

Authors Amparo Alonso-Betanzos, Vicente Moret Bonillo, Bertha Guijarro-Berdiñas, Mariano Javier Cabrero Canosa
Place España

Computerized simulation of human walking on the sagittal plane
18th Ann. Int. Conference IEEE-EMBS
International

Authors Amparo Alonso-Betanzos, Roldan, A., N. Sánchez Maroño
Place Países Bajos

A hybrid intelligent-classical approach for the segmentation of digital images of burned patients
18th Annual International Conference of the IEEE Engineering in Medicine and Biology Society
International

Authors Amparo Alonso-Betanzos, Bernardino Arcay Varela, D. Fernández Carreiras
Place Amsterdam (Países Bajos)
DOI https://doi.org/10.1109/iembs.1996.652705

Un sistema inteligente para la monitorización de apneas en sueño
V Reunión Científica de la Asociación Ibérica de Patología del Sueño
International

Authors Amparo Alonso-Betanzos, Vicente Moret Bonillo, Bertha Guijarro-Berdiñas, Mariano Javier Cabrero Canosa
Place España

A methodology for the intelligent monitoring of apneas during sleep
BIOENGY96
International

Authors Amparo Alonso-Betanzos, Vicente Moret Bonillo, Bertha Guijarro-Berdiñas, Mariano Javier Cabrero Canosa, A. Martins da Silva, J.P. Silva Cunha, J.M. Oliveira, A.M. Tomé

Integrated sleep analysis in a neurophysiology environment
BIOENGY96
International

Authors Amparo Alonso-Betanzos, Bertha Guijarro-Berdiñas, J.M. Oliveira, Vicente Moret Bonillo, A.M. Tomé, J.P. Silva Cunha, A. Martins da Silva

Sistema inteligente antenatal
Feria tecnológica de Galicia, GALITRONICA-95
International

Authors Bertha Guijarro-Berdiñas, Amparo Alonso-Betanzos
Place España

A knowledge-based system for the CST diagnosis
INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS
International

Authors Amparo Alonso-Betanzos
Organization IEEE Systems, Man and Cybernetics Society
Place Atlanta (Estados Unidos)

Automatización del test de Pose
XL Reunión Científica de Obstetricia y Ginecología del Noroeste de España.
National

Authors Amparo Alonso-Betanzos
Organization Sociedad Ginecológica del Noroeste de España
Place Santiago de Compostela (España)

Positions

Academic or management positions held by teacher.

Xunta da Facultade de Informática

PDI (Membros Natos)

From 15/03/2023.

Consello do Departamento Ciencias da Computación e Tecnoloxías da Información

PDI (Membros Natos)

From 15/03/2023.

Comisión Académica Programa Oficial de Doctorado en Computación

Vocal PDI

From 11/10/2013.

Rectoría

Adxunta del rector para Inteligencia Artificial
Adjunta al Rectorado

From 14/02/2023 to 15/01/2024.

Xunta da Facultade de Informática

PDI (Membros Natos)

From 10/03/2021 to 14/03/2023.

Consello do Departamento Ciencias da Computación e Tecnoloxías da Información

PDI (Membros Natos)

From 10/03/2021 to 14/03/2023.

Comisión de Calidad de la Facultad de Informática

Vogal Coordinadora de Título

From 19/05/2016 to 30/05/2017.

Coordinadores/as Másteres Facultad de Informática

Bioinformática para Ciencias de la Salud

From 19/05/2016 to 30/05/2017.

Computación

Directora

From 01/10/2007 to 19/11/2009.

Facultad de Informática

Vicedecana