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 |
| 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 | Artificial Intelligence Decision Support Systems Machine Learning |
| Teaching merits evaluation | 4 five years period(s) |
| Research merits evaluation | 4 six years period(s) |
| Contacto | UDC directory |
| Orcid id0000-0001-8666-4075 ResearcherIDA-7682-2015 Scopus6506783224 | |
This section shows the teaching given in degrees, masters and other officers studies in last 6 years.
| Subject and involved studies | Type | Distance hours | Total hours |
|---|---|---|---|
|
Final Year Dissertation. Mention in Computer Science
Degree in Computer Engineering
|
Compulsory | 0 | 14.5 |
|
Final Year Dissertation. Mention in Information Systems
Degree in Computer Engineering
|
Compulsory | 0 | 0.5 |
|
Final Year Dissertation. Mention in Information Technology
Degree in Computer Engineering
|
Compulsory | 0 | 1 |
|
Final Year Dissertation. Mention in Software Engineering
Degree in Computer Engineering
|
Compulsory | 0 | 3 |
| Subject and involved studies | Type | Distance hours | Total hours |
|---|---|---|---|
| Advanced Models of Machine Learning II | Optional | 0 | 18 |
| Algorithms | Compulsory | 0 | 25 |
| Design and Analysis of Algorithms | Compulsory | 0 | 15 |
| Final Year Dissertation. Mention in Computer Science | Compulsory | 0 | 6.66 |
| Fundamentals of Programming II | Core | 0 | 15 |
| Malware Analysis | Compulsory | 0 | 21 |
| Privacy and Anonymity | Compulsory | 0 | 15.5 |
| Programming II | Core | 0 | 15 |
| Subject and involved studies | Type | Distance hours | Total hours |
|---|---|---|---|
|
Algorithms
Degree in Computer Engineering
|
Compulsory | 0 | 25 |
|
Design and Analysis of Algorithms
Degree in Data Science and Engineering
|
Compulsory | 0 | 15 |
|
Final Year Dissertation. Mention in Computer Science
Degree in Computer Engineering
|
Compulsory | 0 | 34 |
|
Final Year Dissertation. Mention in Information Systems
Degree in Computer Engineering
|
Compulsory | 0 | 1 |
|
Final Year Dissertation. Mention in Information Technology
Degree in Computer Engineering
|
Compulsory | 0 | 8 |
|
Final Year Dissertation. Mention in Software Engineering
Degree in Computer Engineering
|
Compulsory | 0 | 2 |
|
Fundamentals of Programming II
Degree in Data Science and Engineering
|
Core | 0 | 15 |
|
Malware Analysis
Master in Cibersecurity
|
Compulsory | 0 | 21 |
|
Privacy and Anonymity
Master in Cibersecurity
|
Compulsory | 0 | 15.5 |
|
Programming II
Degree in Computer Engineering
|
Core | 0 | 15 |
| Subject and involved studies | Type | Distance hours | Total hours |
|---|---|---|---|
|
Algorithms
Degree in Computer Engineering
|
Compulsory | 0 | 25 |
|
Design and Analysis of Algorithms
Degree in Data Science and Engineering
|
Compulsory | 0 | 15 |
|
Final Year Dissertation. Mention in Computer Science
Degree in Computer Engineering
|
Compulsory | 0 | 8 |
|
Fundamentals of Programming II
Degree in Data Science and Engineering
|
Core | 0 | 30 |
|
Large Scale Machine Learning
Degree in Data Science and Engineering
|
Optional | 0 | 4.5 |
|
Malware Analysis
Master in Cibersecurity
|
Compulsory | 0 | 17 |
|
Programming II
Degree in Computer Engineering
|
Core | 0 | 15 |
| Subject and involved studies | Type | Distance hours | Total hours |
|---|---|---|---|
|
Algorithms
Degree in Computer Engineering
|
Compulsory | 0 | 33 |
|
Design and Analysis of Algorithms
Degree in Data Science and Engineering
|
Compulsory | 0 | 15 |
|
Final Year Dissertation. Mention in Computer Science
Degree in Computer Engineering
|
Compulsory | 0 | 16 |
|
Fundamentals of Programming II
Degree in Data Science and Engineering
|
Core | 0 | 30 |
|
Malware Analysis
Master in Cibersecurity
|
Compulsory | 0 | 17 |
|
Programming II
Degree in Computer Engineering
|
Core | 0 | 15 |
| Subject and involved studies | Type | Distance hours | Total hours |
|---|---|---|---|
|
Algorithms
Degree in Computer Engineering
|
Compulsory | 0 | 25 |
|
Cybercrime and Cybersecurity
Master in Digital and Artificial Intelligence Law
|
Compulsory | 0 | 2.5 |
|
Design and Analysis of Algorithms
Degree in Data Science and Engineering
|
Compulsory | 0 | 15 |
|
Fundamentals of Programming II
Degree in Data Science and Engineering
|
Core | 0 | 30 |
|
Intellectual Property, Industrial Property and Competition Law
Master in Digital and Artificial Intelligence Law
|
Compulsory | 0 | 1 |
|
Malware Analysis
Master in Cibersecurity
|
Compulsory | 0 | 17 |
|
Programming II
Degree in Computer Engineering
|
Core | 0 | 11 |
|
Work Placement
Degree in Computer Engineering
|
Optional | 0 | 0 |
|
Work Placement
Degree in Computer Engineering
|
Optional | 0 | 2 |
Defined tutoring by teacher for 2024/2025 academic course.
| Quarter | Day | Site |
|---|---|---|
| 1st quarter |
Monday
17:30 a 18:30 |
correo previo a elena.hernandez@udc.es |
| 1st quarter |
Wednesday
12:00 a 14:00 |
correo previo a elena.hernandez@udc.es |
| 1st quarter |
Thursday
09:30 a 10:30 |
correo previo a elena.hernandez@udc.es |
| 2nd quarter |
Monday
12:30 a 13:30 |
correo previo a elena.hernandez@udc.es |
| 2nd quarter |
Wednesday
17:00 a 18:30 |
correo previo a elena.hernandez@udc.es |
| 2nd quarter |
Thursday
12:00 a 13:30 |
correo previo a elena.hernandez@udc.es |
| 2nd chance |
Tuesday
16:00 a 18:00 |
Teams (correo previo a elena.hernandez@udc.es) |
| 2nd chance |
Thursday
11:00 a 13:00 |
Teams (correo previo a elena.hernandez@udc.es) |
Directed or codirected by current teacher since 2013 year.
| Agent-Based System for forest fire management. |
| Human-in-the-loop optimization system to improve medical image interpretability |
| Traballo fin de grao. Mención Computación. |
| AI-based algorithm for intrusion detection on a real dataset |
| Curriculum learning in training Deep Networks |
| Deep learning model for segmentation and classification of medical images |
| Community detection in networks |
| Comparing community detection algorithms in graphs |
| Curriculum learning in training Deep Networks |
| Machine learning for malware analysis |
| Missing data imputation in machine learning |
| Deep Learning applied to sleep stage classification |
| Transfer learning in sleep stage classification |
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 |
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 | Xunta de Galicia |
| Main researches | Pablo Fariñas Alvariño, Tiago M. Fernández Caramés |
| Type | Proyecto Programas Autonomicos |
| Dates | From 20/07/2022 to 19/07/2025 |
Machine Learning on the Edge (MLoE)
| Funding entity | FUNDACIÓN BBVA |
| Type | Proyecto Otros Programas |
| Dates | From 24/03/2020 to 24/03/2022 |
Análisis de estrategias para incorporar humanos al proceso de aprendizaje automático y su aplicación a la investigación del cáncer pancreático
| Funding entity | Ministerio de Ciencia e Innovación |
| Main researches | Eduardo Mosqueira Rey, Elena Hernández Pereira |
| Type | Proyecto Programas Nacionales |
| Dates | From 01/06/2020 to 31/05/2023 |
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 |
Análisis , diseño y prototipado de un sistema inteligente de apoyo a la decisión clínica en el ámbito de la cardiología (Dra. MEKNOW)
| Funding entity | Centro para el Desarrollo Tecnológico e Industrial (CDTI) |
| Main researches | Elena Hernández Pereira |
| Type | Contrato |
| Dates | From 01/07/2016 to 30/06/2018 |
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 |
Desarrollo de una aplicación de ayuda a la gestión de actuaciones y proyectos (AGAP)
| Funding entity | UNIÓN FENOSA DISTRIBUCIÓN S.A. |
| Main researches | Elena María Hernández Pereira |
| Type | Contrato |
| Dates | From 15/05/2014 to 15/07/2014 |
Desarrollo de rutinas gráficas de visualización de alto rendimiento para una herramienta de gestión de topologías de redes eléctricas de gran tamaño
| Funding entity | GAS NATURAL - UNIÓN FENOSA |
| Main researches | Elena María Hernández Pereira |
| Type | Contrato |
| Dates | From 01/01/2014 to 31/12/2014 |
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 |
Análisis Inteligente de señales neurológicas y construcción de hipnogramas para detección e interpretación de eventos en síndrome de apnea en sueño
| Funding entity | Ministerio de Economía y Competitividad |
| Main researches | Vicente Moret Bonillo |
| Type | Proyecto Programas Nacionales |
| Dates | From 01/01/2014 to 31/12/2016 |
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 |
Desarrollo de rutinas gráficas de visualización de alto rendimiento para una herramienta de gestión de topologías de redes eléctricas de gran tamaño
| Funding entity | GAS NATURAL - UNIÓN FENOSA |
| Main researches | Elena María Hernández Pereira |
| Type | Contrato |
| Dates | From 01/01/2013 to 31/12/2013 |
Desarrollo de rutinas gráficas de visualización de alto rendimiento para una herramienta de gestión de topologías de redes eléctricas de gran tamaño
| Funding entity | GAS NATURAL - UNIÓN FENOSA |
| Main researches | Elena María Hernández Pereira |
| Type | Contrato |
| Dates | From 01/01/2012 to 31/12/2012 |
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 |
Integración de visualización gráfica avanzada y soporte de ayuda a la decisión en una herramienta de planificación de redes eléctricas
| Funding entity | GAS NATURAL - UNIÓN FENOSA |
| Main researches | Elena María Hernández Pereira |
| Type | Contrato |
| Dates | From 01/01/2011 to 31/12/2011 |
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 |
Desarrollo de rutinas gráficas de visualización de alto rendimiento para una herramienta de gestión de topologías de redes eléctricas de gran tamaño
| Funding entity | GAS NATURAL - UNIÓN FENOSA |
| Main researches | Elena María Hernández Pereira |
| Type | Contrato |
| Dates | From 01/01/2010 to 31/12/2010 |
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 01/01/2010 to 31/12/2013 |
Monitor intelixente de fases de sono
| Funding entity | Consellería de Economía e Industria |
| Main researches | Vicente Moret Bonillo |
| Type | Proyecto Programas Autonomicos |
| Dates | From 02/12/2009 to 01/12/2012 |
Red Temática Nacional de Computación Natural y Artificial (RTNAC)
| Funding entity | Ministerio de Economía y Competitividad |
| Main researches | Amparo Alonso Betanzos |
| Type | Proyecto Programas Autonomicos |
| Dates | From 01/01/2009 to 31/12/2010 |
Desenvolvemento de metodoloxías, técnicas e ferramentas de análise de usabilidade e accesibilidade de sitios e aplicacións web
| Funding entity | Dirección Xeral de Investigación, Desenvolvemento e Innovación |
| Type | Proyecto Otros Programas |
| Dates | From 11/10/2008 to 10/10/2011 |
Actuacións de mellora de rendemento no motor de debuxo dunha ferramenta de planificación de redes eléctricas e estudo de aplicación técnicas de análise de series temporais de sistemas de control e adquisición de datos (SCADA)
| Funding entity | UNION ELECTRICA FENOSA |
| Main researches | Elena María Hernández Pereira |
| Type | Contrato |
| Dates | From 01/12/2008 to 01/12/2009 |
Axuda para a Consolidación e a Estruturación de Agrupaciones Estratégicas
| Funding entity | Dirección Xeral de Investigación, Desenvolvemento e Innovación |
| Main researches | Victor Gulías |
| Type | Proyecto Programas Autonomicos |
| Dates | From 01/01/2008 to 31/12/2010 |
Estudio de viabilidad y propuestas de mejora en el rendimiento del gestor de base de datos y del motor de dibujo en herramientas utilizadas en la planificación de redes eléctricas
| Funding entity | UNION ELECTRICA FENOSA |
| Main researches | Elena María Hernández Pereira |
| Type | Contrato |
| Dates | From 01/12/2007 to 01/12/2008 |
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 |
Integración de métodos heurísticos, empíricos y subjetivos para el desarrollo de una herramienta de ayuda al análisis de usabilidad de sistemas informáticos
| Funding entity | MINISTERIO DE EDUCACIÓN Y CIENCIA |
| Main researches | Vicente Moret Bonillo |
| Type | Proyecto Otros Programas |
| Dates | From 31/12/2005 to 30/12/2008 |
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 |
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 |
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 |
Diseño, desarrollo e implementación de un sistema inteligente para la predicción del riesgo de incendios y para la gestión de recursos disponibles para la lucha contra los incendios"
| Funding entity | Universidade de Santiago de Compostela |
| Main researches | Amparo Alonso Betanzos |
| Type | Contrato |
| Dates | From 01/01/2001 to 31/12/2001 |
MIASOFT
| Type | Software Registrado |
| Entity | Universidade da Coruña (UDC) |
| Authors | Vicente Moret Bonillo, Angel Fernández Leal, Mariano Javier Cabrero Canosa, Eduardo Mosqueira-Rey, Elena Hernandez-Pereira, Diego Alvarez-Estevez |
| Application date | 08/10/2010 |
MIASOFT (Marca)
| Type | Registro de Marca |
| Entity | Universidade da Coruña (UDC) |
| Authors | |
| Application date | 05/10/2010 |
| Approval date | 17/02/2011 |
Sistema Automático de Monitorización de Apneas en Sueño (SAMOA)
| Type | Software Registrado |
| Entity | Universidade da Coruña (UDC) |
| Authors | Vicente Moret Bonillo, Elena Hernandez-Pereira |
| Application date | 27/09/2001 |
Segmentation, classification and interpretation of breast cancer medical images using human-in-the-loop machine learning
| Authors | Vázquez-Lema, David, Mosqueira-Rey, Eduardo, Hernández-Pereira, Elena, Fernandez-Lozano, Carlos, Seara-Romera, Fernando, Pombo-Otero, Jorge |
| Journal | Neural Computing and Applications |
| DOI | https://doi.org/10.1007/s00521-024-10799-7 |
FedHEONN: Federated and homomorphically encrypted learning method for one-layer neural networks
| Authors | Fontenla-Romero, Óscar, Bertha Guijarro-Berdiñas, Elena Hernandez-Pereira, Beatriz Pérez-Sánchez |
| Journal | FUTURE GENERATION COMPUTER SYSTEMS Vol. 149 (pages 200 to 211) |
| DOI | https://doi.org/10.1016/j.future.2023.07.018 |
Addressing the Data Bottleneck in Medical Deep Learning Models Using a Human-in-the-Loop Machine Learning Approach
| Authors | Eduardo Mosqueira-Rey, Elena Hernandez-Pereira, José Bobes-Bascarán, David Alonso-Ríos, Alberto Pérez-Sánchez, Ángel Fernández-Leal, Vicente Moret-Bonillo, Yolanda Vidal-Ínsua |
| Journal | NEURAL COMPUTING & APPLICATIONS |
Human-in-the-loop machine learning: a state of the art
| Authors | Eduardo Mosqueira-Rey, Elena Hernandez-Pereira, David Alonso-Ríos, José Bobes-Bascarán, Ángel Fernández-Leal |
| Journal | ARTIFICIAL INTELLIGENCE REVIEW |
| DOI | https://doi.org/10.1007/s10462-022-10246-w |
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 |
A SIMPLE AND ROBUST METHOD FOR THE AUTOMATIC SCORING OF EEG AROUSALS IN POLYSOMNOGRAPHIC RECORDINGS
| Authors | Iaac Fernández Varela, Diego Álvarez Estévez, Elena Hernandez-Pereira, Vicente Moret-Bonillo |
| Journal | COMPUTERS IN BIOLOGY AND MEDICINE Vol. 87 (pages 77 to 86) |
COMBINING MACHINE LEARNING MODELS FOR THE AUTOMATIC DETECTION OF EEG AROUSALS
| Authors | V. Moret-Bonillo, Iaac Fernández Varela, Elena Hernandez-Pereira, Diego Álvarez Estévez |
| Journal | Neurocomputing Vol. 268 (pages 100 to 108) |
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 |
Automatic classification of respiratory patterns involving missing data imputation techniques
| Authors | Elena Hernández-Pereira, Diego Alvarez-Estevez, Vicente Moret-Bonillo |
| Journal | BIOSYSTEMS ENGINEERING Vol. 138 (pages 65 to 76) |
| DOI | https://doi.org/10.1016/j.biosystemseng.2015.06.011 |
Intelligent Approach for Analysis of Respiratory Signals and Oxygen Saturation in the Sleep Apnea/Hypopnea Syndrome
| Authors | Vicente Moret Bonillo, Diego Álvarez Estévez, Ángel Fernández Leal, Elena Hernandez-Pereira |
| Journal | The Open Medical Informatics Journal Vol. 8 (pages 1 to 19) |
| DOI | https://doi.org/10.2174/1874431101408010001 |
A Method for the Automatic Analysis of the Sleep Macrostructure in Continuum
| Authors | Diego Álvarez Estévez, José María Fernández Pastoriza, Elena Hernandez-Pereira, Vicente Moret Bonillo |
| Journal | Expert Systems with Applications Vol. 39 Num. 8 (pages 1796 to 1803) |
| DOI | https://doi.org/10.1016/j.eswa.2012.09.022 |
A Mixture of Experts for Classifying Sleep Apneas
| Authors | Bertha Guijarro-Berdiñas, Elena Hernandez-Pereira, Diego Peteiro Barral |
| Journal | Expert Systems with Applications Vol. 39 Num. 8 (pages 7084 to 7092) |
| DOI | https://doi.org/10.1016/j.eswa.2012.01.037 |
Electrical Distribution Grid Visualization using Programmable GPUs
| Authors | Javier Novo Rodríguez, Mariano Javier Cabrero Canosa, Elena Hernandez-Pereira |
| Journal | Electrical Engineering/Electronics Computer Telecommunications and Information Technology (ECTI-CON) Vol. 5 Num. 1 (pages 31 to 38) |
Classifying Sleep Apneas Using Neural Networks and a Combination of Experts
| Authors | Bertha Guijarro-Berdiñas, Elena Hernandez-Pereira, Diego Peteiro Barral |
| Journal | LECTURE NOTES IN COMPUTER SCIENCE Vol. 5988 (pages 271 to 280) |
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) |
Intelligent diagnosis of sleep apnea syndrome
| Authors | Mariano Javier Cabrero Canosa, Elena Hernandez-Pereira, Vicente Moret Bonillo |
| Journal | IEEE ENGINEERING IN MEDICINE AND BIOLOGY MAGAZINE Vol. 23 Num. 2 (pages 72 to 81) |
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) |
An intelligent system for the detection and interpretation of sleep apneas
| Authors | Mariano Javier Cabrero Canosa, María del Mar Castro Pereiro, Marta Graña Ramos, Elena Hernandez-Pereira, Vicente Moret Bonillo, Maite Martín Egaña, Héctor Verea Hernando |
| Journal | Expert Systems with Applications Vol. 24 Num. 4 (pages 335 to 349) |
Temporal Issues in the Intelligent Interpretation of the Sleep Apnea Syndrome
| Authors | Mariano Javier Cabrero Canosa, María del Mar Castro Pereiro, Marta Graña Ramos, Elena Hernandez-Pereira, Vicente Moret Bonillo |
| Journal | LECTURE NOTES IN COMPUTER SCIENCE Vol. 2101 Num. - (pages 235 to 238) |
Integration of data, information, and knowledge in intelligent patient monitoring
| Authors | Vicente Moret Bonillo, Mariano Javier Cabrero Canosa, Elena Hernandez-Pereira |
| Journal | Expert Systems with Applications Vol. 15 Num. 2 (pages 155 to 163) |
| DOI | https://doi.org/10.1016/s0957-4174(98)00020-7 |
On The Automation of Medical Knowledge and Medical Decision Support Systems
| Authors | Moret-Bonillo, V.. Isaac Fernández-Varela. Elena Hernandez-Pereira. Diego Alvarez Estevez. Volker Perlitz |
| Book |
Advances in Biomedical Informatics Publishing: Springer International Publishing. ISBN: 978-3-319-67513-8 |
| Pages | From 187 to 217 |
Decision Support Systems in Intelligent Patient Monitoring and Management
| Authors | Vicente Moret Bonillo. Mariano Javier Cabrero Canosa. Elena Hernandez-Pereira. Eduardo Mosqueira-Rey |
| Book |
Innovations in Decision Support Systems Vol. - Publishing: Advanced Knowledge International. ISBN: 0-86803-980-2 |
| Pages | From 283 to 335 |
Algorithms for sleep medicine
| Autor | Isaac-Daniel Fernández Varela |
| Director/s | Elena María Hernández Pereira; Vicente Moret Bonillo |
| Scope | Facultad de Informática |
| Qualification | Sobresaliente Cum Laude |
High performance visualization through graphics hardware and integration issues in an electric power grid Computer-Aided Design Application
| Autor | Javier Novo Rodríguez |
| Director/s | Elena María Hernández Pereira; Mariano Javier Cabrero Canosa |
| Scope | Computación |
| Qualification | Sobresaliente Cum Laude |
Predicting the state of health of supercapacitors using a federated learning model with homomorphic encryption
International Conference on Agents and Artificial Intelligence (ICAART'25)
International
| Authors | Caínzos-López, Fontenla-Romero, Óscar, Elena Hernandez-Pereira, Bertha Guijarro-Berdiñas, Carlos Blanco-Seijo, Samuel Fernández-Paz |
| Organization | INSTICC - Institute for Systems and Technologies of Information, Control and Communication |
| Place | Porto (Portugal) |
Assesing agnostic explainability models using medical guidelines
XX Conferencia de la Asociación Española para la Inteligencia Artificial (CAEPIA 2024)
National
| Authors | José Bobes-Bascarán, Ángel Fernández-Leal, Eduardo Mosqueira-Rey, Elena Hernandez-Pereira, David Alonso-Ríos, Vicente Moret-Bonillo |
| Place | Coruña, A (España) |
RUL Prediction of Lithium-ion Batteries using a Federated and Homomorphically Encrypted Learning Method
39th ACM /SIGAPP Symposium on Applied Soft Computing (SAC 2024)
International
| Authors | VICTOR LOPEZ, Óscar Fontenla-Romero, Elena Hernandez-Pereira, Bertha Guijarro-Berdiñas, Carlos Blanco-Seijo, Samuel Fernández-Paz |
| Place | Ávila (España) |
| DOI | https://doi.org/10.1145/3605098.3636 |
An effective and efficient green federated learning method for one-layer neural networks
39th ACM /SIGAPP Symposium on Applied Soft Computing (SAC 2024)
International
| Authors | Óscar Fontenla-Romero, Bertha Guijarro-Berdiñas, Elena Hernandez-Pereira, Beatriz Pérez-Sánchez |
| Place | Ávila (España) |
| DOI | https://doi.org/10.1145/3605098.36 |
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 |
Sistema basado en agentespara la gestión de incendios forestales
VII Congreso XoveTIC 2024
International
| Authors | Miranda Seoane, Adriano, Bertha Guijarro-Berdiñas, Elena Hernandez-Pereira |
| Organization | Centro de Investigación en Tecnoloxías da Información e as Comunicacións (CITIC) |
| Place | Coruña, A (España) |
Evaluating Curriculum Learning Strategies for Pancreatic Cancer Prediction
31st European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN 2023)
International
| Authors | David Vázquez-Lema, Elena Hernandez-Pereira, Eduardo Mosqueira-Rey |
| Place | BRUJAS (Bélgica) |
| DOI | https://doi.org/10.14428/esann/2023.es2023-141 |
Human-in-the-Loop Machine Learning for the Treatment of Pancreatic Cancer
2023 International Joint Conference on Neural Networks (IJCNN)
International
| Authors | Eduardo Mosqueira-Rey, Alberto Pérez-Sánchez, Elena Hernandez-Pereira, David Alonso-Ríos, José Bobes-Bascarán, Ángel Fernández-Leal, Vicente Moret-Bonillo, Yolanda Vidal-Ínsua, Francisca Vázquez-Rivera |
| Place | Queensland (Australia) |
| DOI | https://doi.org/10.1109/ijcnn54540.2023.10191456 |
Understanding Machine Learning Explainability Models in the context of Pancreatic Cancer Treatment
VI XoveTIC Conference
Autonomous
| Authors | José Bobes-Bascarán, Ángel Fernández-Leal, Eduardo Mosqueira-Rey, David Alonso-Ríos, Elena Hernandez-Pereira, Vicente Moret-Bonillo |
| Place | Coruña, A (España) |
A Classification and Review of Tools for Developing and Interacting with Machine Learning Systems
The 37th ACM/SIGAPP Symposium On Applied Computing
International
| Authors | Eduardo Mosqueira-Rey, Elena Hernandez-Pereira, David Alonso-Ríos, José Bobes-Bascarán |
| Place | BRNO (República Checa) |
| DOI | https://doi.org/10.1145/3477314.3507310 |
Using Active Learning to Improve the Treatment Selection on Pancreatic Cancer Patients
V XoveTIC Conference 2022
Autonomous
| Authors | Elena Hernandez-Pereira, Eduardo Mosqueira-Rey, David Alonso-Ríos, Alberto Pérez-Sánchez, José Bobes-Bascarán |
| Organization | Centro de Investigación en Tecnoloxías da Información e as Comunicacións (CITIC) |
| Place | Coruña, A (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) |
A convolutional network for the classification of sleep stages
XoveTIC 2018
Autonomous
| Authors | Isaac Fernández-Varela, Elena Hernandez-Pereira, Vicente Moret-Bonillo |
| Organization | Centro de Investigación en Tecnoloxías da Información e as Comunicacións (CITIC) |
| Place | Coruña, A (España) |
| DOI | https://doi.org/10.3390/proceedings2181174 |
Una red convolucional para la clasificación de las fases de sueño
II Workshop en Big Data y Análisis de Datos Escalable - CAEPIA 2018
National
| Authors | Isaac Fernández-Varela, Elena Hernandez-Pereira, Diego Alvarez-Estevez, Vicente Moret-Bonillo |
| Place | Granada (España) |
Sleep Staging with Deep Learning: A convolutional model
26th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN2018)
International
| Authors | Isaac Fernández-Varela, Dimitrios Athanasakis, Samuel Parsons, Elena Hernandez-Pereira, Vicente Moret-Bonillo |
| Place | Brujas (Bélgica) |
Outlining a simple and robust method for the automatic detection of EEG arousals
25th European symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN2017) .
International
| Authors | Isaac Fernández-Varela, Diego Álvarez Estévez, Elena Hernandez-Pereira, Vicente Moret Bonillo |
| Place | Brujas (Bélgica) |
Automatic Detection of EEG Arousals
ESANN 2016 - European Symposium on Artificial Neural Networks
International
| Authors | Isaac Fernández Varela, Elena Hernandez-Pereira, Diego Álvarez Estévez, Vicente Moret Bonillo |
| Place | Brujas (Bélgica) |
A comparison of performance of sleep spindle classification methods using wavelets
4th KES International Conference on Innovation in Medicine and Healthcare, InMed 2016
International
| Authors | Elena Hernandez-Pereira, Isaac Fernández Varela, Vicente Moret Bonillo |
| Place | Puerto de la Cruz (España) |
Improving detection of apneic events by learning from examples and treatment of missing data
Studies in health technology and informatics
International
| Authors | Elena Hernandez-Pereira, Diego Álvarez Estévez, Vicente Moret Bonillo |
| Organization | UNIVERSIDAD DEL PAÍS VASCO |
| Place | Donostia-San Sebastián (España) |
Analizando los resultados académicos en una materia de programación
XIX Jornadas de Enseñanza Universitaria de la Informática (JENUI'13)
National
| Authors | Mariano Javier Cabrero Canosa, David Alonso-Ríos, Noelia Barreira Rodríguez, Carlos Gómez-Rodríguez, Beatriz Pérez-Sánchez, Noelia Sánchez-Maroño, Elena Hernandez-Pereira, Miguel Ángel Alonso Pardo, Bertha Guijarro-Berdiñas, Jesús Vilares |
| Organization | Universidad Jaume I |
| Place | Castellón de la Plana/Castelló de la Plana (España) |
On the Continuous Evaluation of the Macrostructure of Sleep
International Conference on Knowledge-Based and Intelligent Information & Engineering Systems
(KES 2012)
International
| Authors | Diego Álvarez Estévez, José María Fernández Pastoriza, Elena Hernandez-Pereira, Vicente Moret Bonillo |
| Organization | UNIVERSIDAD DEL PAÍS VASCO |
| Place | Donostia-San Sebastián (España) |
Digital Cartographic Generalization in Spatial Databases: application issues in Power Grids CAD tools
V Simposio Ibero-Americano de Computação Gráfica (SIACG 2011)
International
| Authors | Elena Hernandez-Pereira, Mariano Javier Cabrero Canosa, Javier Novo Rodríguez |
| Organization | Grupo Portugués de Computação Gráfica |
| Place | Faro (Portugal) |
Improving Electrical Power Grid Visualization using Geometry Shaders
8th International Conference on Computer Graphics, Imaging and Visualization (CGIV 2011)
International
| Authors | Elena Hernandez-Pereira, Mariano Javier Cabrero Canosa, Javier Novo Rodríguez |
| Organization | IEEE Computer Society |
| Place | Singapur (Singapur) |
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) |
Electrical Distribution Grid Visualization Using Programmable GPUs
International Conference on Electrical/Electronics, Computer Telecommunications and Information Technology (ECTI-CON¿2010)
International
| Authors | Mariano Javier Cabrero Canosa, Elena Hernandez-Pereira, Javier Novo Rodríguez |
| Place | Chaing Mai (Tailandia) |
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) |
An amplitude signal based technique for hypopneas detection
11th IASTED International Conference on Artificial Intelligence and Soft Computing (ASC 07)
International
| Authors | Elena Hernandez-Pereira, Beatriz Fernández Rey, Mariano Javier Cabrero Canosa, Vicente Moret Bonillo |
| Place | España |
Integration of Heuristic, Empirical and Subjective Methods in the Development of a Support Tool for Performing the Usability Analysis of Computerised Systems.
CEDI 2007, VII Jornada de Seguimiento de Proyectos en el Área de Inteligencia Artificial, II Congreso Español de Informática
National
| Authors | Vicente Moret Bonillo, Eduardo Mosqueira-Rey, Mariano Javier Cabrero Canosa, Elena Hernandez-Pereira, Angel Fernández Leal |
| Place | Zaragoza (España) |
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) |
Experiencias en la implantación de la asignatura de Tecnología de Programación al IEES
JENUI 2006, XII Jornadas de Enseñanza Universitaria de la Informática
National
| Authors | Elena Hernandez-Pereira, Óscar Fontenla-Romero |
| Place | Bilbao (España) |
Adaptación de la asignatura Fundamentos de Informática de la Ingeniería Técnica Industrial al Espacio Europeo de Educación Superior
JENUI 2005. XI Jornadas de Enseñanza Universitaria de la Informática
National
| Authors | Óscar Fontenla-Romero, Elena Hernandez-Pereira |
| Place | Villaviciosa de Odón (España) |
Métodos cuantitativos para detección de reducciones de flujo respiratorio en el diagnóstico de la apnea del sueño
IX Conferencia Española de Biometría
National
| Authors | Elena Hernandez-Pereira, Mariano Javier Cabrero Canosa, Vicente Moret Bonillo |
| Place | Coruña, A (España) |
Design, development, implementation and testing of a tool for the validation and analysis of the usability of intelligent systems.
X conferencia de la Asociación Española para Inteligencia Artificial.CAEPIA0AV Jornadas de Transferencia Tecnológica de Inteligencia Artificial. TTIA2003
National
| Authors | Vicente Moret Bonillo, Eduardo Mosqueira-Rey, Mariano Javier Cabrero Canosa, Elena Hernandez-Pereira |
| Place | España |
Detección y clasificación de apneas de sueño mediante wavelets y redes de neuronas artificiales
XX Congreso Anual de la Sociedad Española de Ingeniería biomédica CASEIB¿2002
National
| Authors | Elena Hernandez-Pereira, Mariano Javier Cabrero Canosa, Vicente Moret Bonillo, Noemí Carrillo Rozas |
| Place | Zaragoza (España) |
Diagnóstico inteligente del índrome de apneas de sueño
XX Congreso Anual de la Sociedad Española de Ingeniería biomédica CASEIB¿2002
National
| Authors | Mariano Javier Cabrero Canosa, Elena Hernandez-Pereira, Vicente Moret Bonillo |
| Place | Zaragoza (España) |
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) |
Intelligent analysis of polysomnograms in a sleep apnea decision support systems
Knowledge-based intelligent information engineering systems & allied technologies (KES¿02)
International
| Authors | Mariano Javier Cabrero Canosa, Elena Hernandez-Pereira, Vicente Moret Bonillo |
| Place | Italia |
Usability analysis of an intelligent system
2nd European Medical & Biological Engineering Conference EMBEC¿02
International
| Authors | Eduardo Mosqueira-Rey, Mariano Javier Cabrero Canosa, Elena Hernandez-Pereira, Vicente Moret Bonillo |
| Place | Viena (Austria) |
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) |
A Methodologycal Approach to Validate the Intelligent Monitoring System Midas
International Conference: Neural Networks and Expert Systems in Medicine and HealthCare (NNESMED 2001)
International
| Authors | Mariano Javier Cabrero Canosa, María del Mar Castro Pereiro, Marta Graña Ramos, Elena Hernandez-Pereira, Vicente Moret Bonillo, María Teresa Martín Egaña, Héctor Verea Hernando |
| Place | Milos Island (Grecia) |
Temporal Issues in the Intelligent Interpretation of the Sleep Apnea Syndrome
8 European Conference on Artificial Intelligence in Medicine (AIME¿01)
International
| Authors | Mariano Javier Cabrero Canosa, María del Mar Castro Pereiro, Marta Graña Ramos, Elena Hernandez-Pereira, Vicente Moret Bonillo |
| Place | Cascais (Portugal) |
A new perspective for sleep apneas monitoring
World Multiconference on Systemics, Cybernetics and Informatics and 5th International Conference on Information Systems Analysis and Synthesis( SCI/ ISAS 99)
International
| Authors | Mariano Javier Cabrero Canosa, Vicente Moret Bonillo, María del Mar Castro Pereiro, Marta Graña Ramos, Elena Hernández Pereira, María Teresa Martín Egaña, Héctor Verea Hernando |
| Place | Orlando (Estados Unidos) |
An Artificial Intelligence approach to the monitoring of sleep apneas
11th Nordic- Baltic Conference on Biomedical Engineering
International
| Authors | María del Mar Castro Pereiro, Marta Graña Ramos, Elena Hernández Pereira, María Teresa Martín Egaña, Vicente Moret Bonillo |
| Place | Tallinn (Estonia) |
Application of client-server architecture to intensive care monitoring
World Congress on Medical Physycs and Biomedical Engineering
International
| Authors | Mariano Javier Cabrero Canosa, Vicente Moret Bonillo, Elena Hernández Pereira |
| Place | Niza (Francia) |
A neural network approach for symbolic interpretation in critical care
Proc. International Work-Conference on Artificial and Natural Neural Networks
International
| Authors | Vicente Moret Bonillo, Jorge Díaz Fernández, Elena Hernández Pereira |
| Place | España |
Symbolic pre-processing and quantification of clinical parameters
V International Symposium on Biomedical Engineering
International
| Authors | Elena Hernandez-Pereira, Mariano Javier Cabrero Canosa, Vicente Moret Bonillo |
| Organization | Asociación Española de Bioingeniería |
| Place | Santiago de Compostela (España) |
Academic or management positions held by teacher.