PhD Berta María Guijarro Berdiñas  

(TIT-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 Sistemas basados en conocimiento Metodologí­as de desarrollo y Validación de sistemas basados en conocimiento Aprendizaje Computacional: Aplicaciones y desarrollo de algoritmos de aprendizaje Big Data Learning
Keywords Inteligencia Artificial, Aprendizaje Automático, Aprendizaje Distribuido, Aprendizaje Online, Aprendizaje de Rankings, Aprendizaje One-Class, Big Data, Minería de Datos, Redes de Neuronas Artificiales, Sistemas Basados en Conocimiento.
Contacto UDC directory
Orcid id0000-0001-8901-5441 ResearcherIDD-5446-2011 Scopus6602370202

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 13.3333333333333
Master's Dissertation
Master in Bioinformatics for Health Sciences
0 2.66666666666667
Subject and involved studies Distance hours Total hours
Automatic Learning 0 10.5
Final Year Dissertation. Mention in Computer Science 0 13.3333333333333
Final Year Dissertation. Mention in Information Technology 0 2.5
Final Year Dissertation. Mention in Software Engineering 0 3
Intelligent Systems Development 0 63
Master's Dissertation 0 4
Programming II 0 30
Work Placement 0 0.5
Subject and involved studies Distance hours Total hours
Final Year Dissertation. Mention in Computer Science
Degree in Computer Engineering
0 13.3333333333333
Intelligent Systems Development
Degree in Computer Engineering
0 70
Programming II
Degree in Computer Engineering
0 30
Subject and involved studies Distance hours Total hours
Final Year Dissertation. Mention in Computer Science
Degree in Computer Engineering
0 4
Intelligent Systems Development
Degree in Computer Engineering
0 63
Machine Learning II
Degree in Data Science and Engineering
0 8
Programming II
Degree in Computer Engineering
0 40
Subject and involved studies Distance hours Total hours
Computational Intelligence for Bioinformatics
Master in Bioinformatics for Health Sciences
0 11
Final Year Dissertation. Mention in Computer Science
Degree in Computer Engineering
0 12
Intelligent Systems Development
Degree in Computer Engineering
0 63
Master's Dissertation
Master in Bioinformatics for Health Sciences
0 4
Programming II
Degree in Computer Engineering
0 30
Subject and involved studies Distance hours Total hours
Computational Intelligence for Bioinformatics
Master in Bioinformatics for Health Sciences
0 14
Intelligent Systems Development
Degree in Computer Engineering
0 63
Programming II
Degree in Computer Engineering
0 32

Defined tutoring by teacher for 2023/2024 academic course.

Faculty of Computer Science

Quarter Day Site
1st quarter Monday
09:00 a 11:00
DESPACHO 3.18 o vía Teams (correo previo a berta.guijarro@udc.es)
1st quarter Wednesday
09:00 a 11:00
DESPACHO 3.18 o vía Teams (correo previo a berta.guijarro@udc.es)
1st quarter Friday
09:00 a 11:00
DESPACHO 3.18 o vía Teams (correo previo a berta.guijarro@udc.es)
2nd quarter Tuesday
16:30 a 18:30
vía Teams (correo previo a berta.guijarro@udc.es)
2nd quarter Tuesday
09:00 a 11:00
vía Teams (correo previo a berta.guijarro@udc.es)
2nd quarter Friday
11:30 a 13:30
vía Teams (correo previo a berta.guijarro@udc.es)
2nd chance Wednesday
09:00 a 11:00
vía Teams (cita previa)

EOG works and final master thesis directed

Directed or codirected by current teacher since 2013 year.

Learning human-robot interaction models with the NAO robot
Pathogenicity classification of genetic variants using machine learning algorithms

Research results

Select merit type and year to query research merits.

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

Purposeful Intrinsically motivated Lifelong Learning Autonomous Robots (PILLAR-Robots)

Funding entity Union Europea
Main researches Richard J. Duro Fernández
Type Proyecto UE
Dates From 01/10/2022 to 30/09/2026

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

SMART LEAN PLATFORM 4.0 FOR PEOPLE (SLP4P)

Funding entity INOVALABS DIGITAL, S.L.
Main researches Bertha Guijarro, Óscar Fontenla
Type Contrato
Dates From 01/09/2021 to 30/04/2023

Aprendizaje Automático Escalable y Explicable

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

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

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

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

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

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

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

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 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

Aplicación de las redes de neuronas artificiales de diagnóstico y pronostico antenatal y estudio comparativo con otras técnicas de ayuda al diagnostico y pronostico.

Funding entity Dirección Xeral de Universidades
Type Proyecto Otros Programas
Dates From 13/01/1993 to 13/01/1994

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

A One-Class Classification method based on Expanded Non-Convex Hulls

Authors David Novoa-Paradela, Óscar Fontenla-Romero, Bertha Guijarro-Berdiñas
Journal Information Fusion Vol. 89 (pages 1 to 15)
DOI https://doi.org/10.1016/j.inffus.2022.07.023

DSVD-Autoencoder: A scalable distributed privacy-preserving method for one-class classification

Authors Óscar Fontenla-Romero, Beatriz Pérez-Sánchez, Bertha Guijarro-Berdiñas
Journal INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS Vol. 36 (pages 177 to 199)

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

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)

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)

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

LANN-SVD: A Non-Iterative SVD-Based Learning Algorithm for One-Layer Neural Networks

Authors Óscar Fontenla-Romero, Beatriz Pérez-Sánchez, Bertha Guijarro-Berdiñas
Journal IEEE Transactions on Neural Networks and Learning Systems Vol. 29 Num. 8 (pages 3900 to 3905)
DOI https://doi.org/10.1109/tnnls.2017.2738118

A review of adaptive online learning for artificial neural networks

Authors Beatriz Pérez-Sánchez, Óscar Fontenla-Romero, Bertha Guijarro-Berdiñas
Journal ARTIFICIAL INTELLIGENCE REVIEW Vol. 49 Num. 2 (pages 281 to 299)
DOI https://doi.org/10.1007/s10462-016-9526-2

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 incremental non-iterative learning method for one-layer feedforward neural networks

Authors Óscar Fontenla-Romero, Beatriz Pérez-Sánchez, Bertha Guijarro-Berdiñas
Journal Applied Soft Computing Vol. 70 (pages 951 to 958)
DOI https://doi.org/10.1016/j.asoc.2017.07.061

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)

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

Distributed one-class support vector machine

Authors Enrique Castillo, Diego Peteiro Barral, Bertha Guijarro-Berdiñas, Óscar Fontenla-Romero
Journal International Journal of Neural Systems Vol. 25 Num. 7 (pages 1550029/1 to 1550029/17)
DOI https://doi.org/10.1142/s012906571550029x

Adaptive Inverse Control Using an Online Learning Algorithm for Neural Networks

Authors José Luis Calvo-Rolle, Óscar Fontenla-Romero, Beatriz Pérez-Sánchez, Bertha Guijarro-Berdiñas
Journal INFORMATICA Vol. 25 Num. 3 (pages 401 to 414)
DOI https://doi.org/10.15388/informatica.2014.20

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 Comparative Study of the Scalability of a Sensitivity-Based Learning Algorithm for Artificial Neural Networks

Authors Diego Peteiro Barral, Bertha Guijarro-Berdiñas, Beatriz Pérez-Sánchez, Óscar Fontenla-Romero
Journal Expert Systems with Applications Vol. 40 Num. 10 (pages 3900 to 3905)

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

An Online Learning Algorithm for Adaptable Topologies of Neural Networks

Authors Beatriz Pérez-Sánchez, Óscar Fontenla-Romero, Bertha Guijarro-Berdiñas, David Martínez-Rego
Journal Expert Systems with Applications Vol. 40 Num. 18 (pages 7294 to 7304)
DOI https://doi.org/10.1016/j.eswa.2013.06.066

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)

On the Effectiveness of Distributed Learning on Different Class-Probability Distributions of Data

Authors Diego Peteiro Barral, Bertha Guijarro-Berdiñas, Beatriz Pérez-Sánchez
Journal LECTURE NOTES IN COMPUTER SCIENCE Vol. 7023 (pages 114 to 123)

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)

A Fast Semi-Linear Backpropagation Learning Algorithm

Authors Bertha Guijarro-Berdiñas, Óscar Fontenla-Romero, Beatriz Pérez-Sánchez, Paula Fraguela Vidal
Journal LECTURE NOTES IN COMPUTER SCIENCE Vol. 4668 Num. 1 (pages 190 to 198)

A Linear Learning method for Multilayer Perceptrons using Least-Squares

Authors Bertha Guijarro-Berdiñas, Óscar Fontenla-Romero, Beatriz Pérez-Sánchez, Paula Fraguela Vidal
Journal LECTURE NOTES IN COMPUTER SCIENCE Vol. 4881 (pages 365 to 374)

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)

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)

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)

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)

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)

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)

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)

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)

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

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

Redes Neuronales.

Authors Bertha Guijarro-Berdiñas. Óscar Fontenla-Romero. Noelia Sánchez-Maroño
Book Inteligencia Artificial: Técnicas, Métodos y Aplicaciones
Vol. - ISBN: 978-84-481-5618-3
Pages From 649 to 689

Functional Networks: A Review

Authors Óscar Fontenla-Romero. Bertha Guijarro-Berdiñas. Beatriz Pérez-Sánchez
Book Encyclopedia of Artificial Intelligence
Vol. - Publishing: IGI Global.
ISBN: 978-1-59904-849-9
Pages From 667 to 676

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

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

Novel methods in distributed machine learning for large datasets

Autor Diego Peteiro Barral
Director/s Óscar Fontenla Romero; Berta M Guijarro Berdiñas
Scope Computación
Qualification Sobresaliente Cum Laude

Algoritmos eficientes, incrementales y escalables para el aprendizaje en redes de neuronas artificiales

Autor Beatriz Pérez Sánchez
Director/s Óscar Fontenla Romero;Berta M. Guijarro Berdiñas
Scope Computación
Qualification Sobresaliente Cum Laude

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

Real-time classification of handball game situations
34th IEEE International Conference on Tools with Artificial Intelligence (ICTAI)
International

Authors B. Cabado, Bertha Guijarro-Berdiñas, Emilio J. Padrón
Place Online (Estados Unidos)
DOI https://doi.org/10.1109/ictai56018.2022.00106

Regularized One-Layer Neural Networks for Distributed and Incremental Environments
International Work-Conference on Artificial Neural Networks (IWANN 2021). Lecture Notes in Computer Science
International

Authors Óscar Fontenla-Romero, Bertha Guijarro-Berdiñas, Beatriz Pérez-Sánchez
Place Granada (España)

Federated Learning approach for Spectral Clustering
29th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN 2021)
International

Authors Elena Hernandez-Pereira, Óscar Fontenla-Romero, Bertha Guijarro-Berdiñas, Beatriz Pérez-Sánchez
Place Bruselas (Bélgica)

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

Caracterización de conjuntos de puntos mediante cierres no convexos subdivisibles
XIX Conference of the Spanish Association for Artificial Intelligence (CAEPIA 20/21)
National

Authors David Novoa-Paradela, Óscar Fontenla-Romero, Bertha Guijarro-Berdiñas
Place Málaga (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)

Online Learning for Anomaly Detection via Subdivisible Convex Hulls
International Joint Conference on Neural Networks (IJCNN 2020)
International

Authors David Novoa-Paradela, Óscar Fontenla-Romero, Bertha Guijarro-Berdiñas
Place Glasgow (Reino Unido)

A FIPA-ACL based communication utility for Unity
IEEE 29th International Conference on Enabling Technologies: Infrastructure for Collaborative Enterprises (WETICE 2020)
International

Authors Alejandro Rodríguez-Arias, Bertha Guijarro-Berdiñas, Noelia Sánchez-Maroño
Place Bayona (Francia)

SARDAM: Service Assistant Robot for Daily Activity Monitoring
3rd XoveTIC Conference
Autonomous

Authors Celtia Meizoso Lamas, Francisco Bellas, Bertha Guijarro-Berdiñas
Organization Centro de Investigación en Tecnoloxías da Información e as Comunicacións (CITIC)
Place Coruña, A (España)
DOI https://doi.org/10.3390/proceedings2020054003

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

An Intelligent and Collaborative Multiagent System in a 3D Environment
3rd XoveTIC Conference
Autonomous

Authors Alejandro Rodríguez-Arias, Bertha Guijarro-Berdiñas, Noelia Sánchez-Maroño
Organization Centro de Investigación en Tecnoloxías da Información e as Comunicacións (CITIC)
Place Coruña, A (España)
DOI https://doi.org/10.3390/proceedings2020054036

Adaptive Real-Time Method for Anomaly Detection Using Machine Learning
3rd XoveTIC Conference
Autonomous

Authors David Novoa-Paradela, Óscar Fontenla-Romero, Bertha Guijarro-Berdiñas
Organization Centro de Investigación en Tecnoloxías da Información e as Comunicacións (CITIC)
Place Coruña, A (España)
DOI https://doi.org/10.3390/proceedings2020054038

A Machine Learning Solution for Distributed Environments and Edge Computing
The 2nd XoveTIC Conference (XoveTIC 2019)
Autonomous

Authors Javier Penas-Noce, Óscar Fontenla-Romero, Bertha Guijarro-Berdiñas
Organization Universidade da Coruña
Place Coruña, A (España)
DOI https://doi.org/10.3390/proceedings2019021047

LANN-DSVD: A privacy-preserving distributed algorithm for machine learning
European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2018 (Core B)
International

Authors Óscar Fontenla-Romero, Bertha Guijarro-Berdiñas, Beatriz Pérez-Sánchez, Marcelo Gómez-Casal
Place Brujas (Bélgica)

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)

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

Distributed learning algorithm for feedforward neural networks
ESANN 2016 - European Symposium on Artificial Neural Networks
International

Authors Óscar Fontenla-Romero, Beatriz Pérez-Sánchez, Bertha Guijarro-Berdiñas, Diego Rego-Fernández
Place Brujas (Bélgica)

Dealing with very large datasets. An overview of a promising research line: Distributed learning
International Conference on Agents and Artificial Intelligence (ICAART'11)
International

Authors Diego Peteiro Barral, Bertha Guijarro-Berdiñas, Beatriz Pérez-Sánchez
Organization Institute for Systems and Technologies of Information, Control and Communication (INSTICC)
Place Roma (Italia)

An Incremental Learning Method for Neural Networks in Adaptive Environments
2010 IEEE World Congress on Computational Intelligence (IEEE WCCI 2010). 2010 International Joint Conference on Neural Networks (IJCNN 2010)
International

Authors Beatriz Pérez-Sánchez, Óscar Fontenla-Romero, Bertha Guijarro-Berdiñas
Place Barcelona (España)

A Privacy-Preserving Distributed and Incremental Learning Method for Intrusion Detection
International Conference on Artificial Neural Networks (ICANN 2010) - Lecture Notes in Computer Science 6352
International

Authors Bertha Guijarro-Berdiñas, Santiago Fernández Lorenzo, Noelia Sánchez-Maroño, Óscar Fontenla-Romero
Place Salónica (Grecia)

A Supervised Learning Method for Neural Networks Based on Sensitivity Analysis
10th International Work-Conference on Artificial Neural Networks (IWANN2009)
International

Authors Beatriz Pérez-Sánchez, Óscar Fontenla-Romero, Bertha Guijarro-Berdiñas
Place Salamanca (España)

An Incremental Learning Method for Neural Networks Based on Sensitivity Analysis
CAEPIA-TTIA 2009, XIII Conferencia de la Asociación Española para la Inteligencia Artificial
International

Authors Beatriz Pérez-Sánchez, Óscar Fontenla-Romero, Bertha Guijarro-Berdiñas
Place Sevilla (España)

Classifying Sleep Apneas Using Neural Networks and a Combination of Experts
CAEPIA-TTIA 2009, XIII Conferencia de la Asociación Española para la Inteligencia Artificial
International

Authors Bertha Guijarro-Berdiñas, Elena Hernandez-Pereira, Diego Peteiro Barral
Place Sevilla (España)

Privacy-Preserving Distributed Learning based on Genetic Algorithms and Artificial Neural Networks.
DCAI'09 - Int. Symposium on Distributed Computing and Artificial Intelligence, workshops organizado no IWANN 2009
International

Authors Bertha Guijarro-Berdiñas, David Martínez Rego, Santiago Fernández Lorenzo
Organization UNIVERSIDAD DE SALAMANCA
Place Salamanca (España)

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 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)

Optimización del proceso de aprendizaje en Redes de Neuronas Artificiales
CAEPIA-TIIA 2007, XII Conferencia de la Asociación Española para la Inteligencia Artificial
International

Authors Beatriz Pérez-Sánchez, Óscar Fontenla-Romero, Bertha Guijarro-Berdiñas
Place Salamanca (España)

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)

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)

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)

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)

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 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)

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)

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)

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)

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)

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)

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)

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

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

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

Positions

Academic or management positions held by teacher.

Profesorado responsable titulaciones Facultad de Informática

Grao en Intelixencia Artificial
Profesora responsable de titulación

From 01/10/2023.

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 de Calidad de la Facultad de Informática

Vogal Coordinadora de Título

From 15/01/2019.

Profesorado responsable titulaciones Facultad de Informática

Profesora responsable de titulación

From 07/04/2022 to 30/09/2023.

Profesorado responsable titulaciones Facultad de Informática

Profesora responsable de titulación

From 01/10/2021 to 31/03/2022.

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.

Profesorado responsable titulaciones Facultad de Informática

Profesora responsable de titulación

From 01/10/2019 to 30/09/2021.

Profesorado responsable titulaciones Facultad de Informática

Profesora responsable de titulación

From 15/01/2019 to 30/09/2019.

Vicerrectorado de Investigación y Transferencia

Vicecoordinadora

From 01/03/2014 to 17/04/2018.

Centro de Investigación en Tecnologías de la Información y las Comunicaciones (CITIC)

Directora Científica

From 01/03/2012 to 28/02/2014.

Vicerrectorado de Relaciones Internacionales y Cooperación

Directora

From 14/01/2009 to 31/01/2012.

Vicerrectorado de Relaciones Internacionales y Cooperación

Proyección Internacional
Coordinadora