| 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 | |
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 |
|---|---|---|---|
|
Advanced Models of Machine Learning II
Degree in Artificial Intelligence
|
Optional | 0 | 19.5 |
|
Final Year Dissertation. Mention in Computer Science
Degree in Computer Engineering
|
Compulsory | 0 | 14 |
|
Final Year Dissertation. Mention in Information Technology
Degree in Computer Engineering
|
Compulsory | 0 | 2.5 |
|
Intelligent Systems Development
Degree in Computer Engineering
|
Optional | 0 | 42 |
|
Multiagent Systems
Degree in Artificial Intelligence
|
Optional | 0 | 10 |
|
Programming II
Degree in Computer Engineering
Programa de Simultaneidad del Grado en Ingeniería Informática y Grado en Ciencia e Ingeniería de Datos
|
Core | 0 | 42 |
| Subject and involved studies | Type | Distance hours | Total hours |
|---|---|---|---|
| Advanced Models of Machine Learning II | Optional | 0 | 6 |
| Final Year Dissertation. Mention in Computer Science | Compulsory | 0 | 13.33 |
| Intelligent Systems Development | Optional | 0 | 63 |
| Master's Dissertation | Compulsory | 0 | 2.66 |
| Multiagent Systems | Optional | 0 | 10 |
| Programming II | Core | 0 | 41 |
| Subject and involved studies | Type | Distance hours | Total hours |
|---|---|---|---|
|
Automatic Learning
Master's Degree in Sustainable Water Management
|
Optional | 0 | 10.5 |
|
Final Year Dissertation. Mention in Computer Science
Degree in Computer Engineering
|
Compulsory | 0 | 13.3333333333333 |
|
Final Year Dissertation. Mention in Information Technology
Degree in Computer Engineering
|
Compulsory | 0 | 2.5 |
|
Final Year Dissertation. Mention in Software Engineering
Degree in Computer Engineering
|
Compulsory | 0 | 3 |
|
Intelligent Systems Development
Degree in Computer Engineering
|
Optional | 0 | 63 |
|
Master's Dissertation
Master in Bioinformatics for Health Sciences
|
Compulsory | 0 | 4 |
|
Programming II
Degree in Computer Engineering
|
Core | 0 | 30 |
|
Work Placement
Master in Bioinformatics for Health Sciences
Master in Bioinformatics for Health Sciences
|
Optional | 0 | 0.5 |
| Subject and involved studies | Type | Distance hours | Total hours |
|---|---|---|---|
|
Final Year Dissertation. Mention in Computer Science
Degree in Computer Engineering
|
Compulsory | 0 | 13.3333333333333 |
|
Intelligent Systems Development
Degree in Computer Engineering
|
Optional | 0 | 70 |
|
Programming II
Degree in Computer Engineering
|
Core | 0 | 30 |
| Subject and involved studies | Type | Distance hours | Total hours |
|---|---|---|---|
|
Final Year Dissertation. Mention in Computer Science
Degree in Computer Engineering
|
Compulsory | 0 | 4 |
|
Intelligent Systems Development
Degree in Computer Engineering
|
Optional | 0 | 63 |
|
Machine Learning II
Degree in Data Science and Engineering
|
Compulsory | 0 | 8 |
|
Programming II
Degree in Computer Engineering
|
Core | 0 | 40 |
| Subject and involved studies | Type | Distance hours | Total hours |
|---|---|---|---|
|
Computational Intelligence for Bioinformatics
Master in Bioinformatics for Health Sciences
|
Compulsory | 0 | 11 |
|
Final Year Dissertation. Mention in Computer Science
Degree in Computer Engineering
|
Compulsory | 0 | 12 |
|
Intelligent Systems Development
Degree in Computer Engineering
|
Optional | 0 | 63 |
|
Master's Dissertation
Master in Bioinformatics for Health Sciences
|
Compulsory | 0 | 4 |
|
Programming II
Degree in Computer Engineering
|
Core | 0 | 30 |
Defined tutoring by teacher for 2024/2025 academic course.
| 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 |
Thursday
09:00 a 11:00 |
DESPACHO 3.18 o vía Teams (correo previo a berta.guijarro@udc.es) |
| 2nd quarter |
Monday
09:00 a 11:00 |
DESPACHO 3.18 o vía Teams (correo previo a berta.guijarro@udc.es) |
| 2nd quarter |
Wednesday
12:30 a 14:00 |
DESPACHO 3.18 o vía Teams (correo previo a berta.guijarro@udc.es) |
| 2nd quarter |
Friday
12:00 a 14:00 |
DESPACHO 3.18 o vía Teams (correo previo a berta.guijarro@udc.es) |
| 2nd chance |
Wednesday
09:00 a 11:00 |
DESPACHO 3.18 o vía Teams (correo previo a berta.guijarro@udc.es) |
Directed or codirected by current teacher since 2013 year.
| Frugal Artificial Intelligence: Machine Learning with limited data. |
| Analysis, design and implementation of an end-to-end MLOps pipeline applied to element recognition in sport events |
| Automation of the extraction of relevant data in medical reports using Text Mining |
| Federated learning on low-power devices |
| Management of the prices of the articles according to their colors and sizes |
| Simulation of the spread of a virus based on the effectiveness and acceptance of containment measures using an agent-based model. |
| Learning human-robot interaction models with the NAO robot |
| Pathogenicity classification of genetic variants using machine learning algorithms |
Select merit type and year to query research merits.
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 |
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, Innovación 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 |
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 |
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 |
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 |
Grupo LIDIA
| Type | Proyecto Otros Programas |
| Dates | From 31/08/2007 to 15/11/2010 |
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 |
Desenvolvemento dunha nova arquitectura interna para un axente intelixente
| Type | Proyecto Otros Programas |
| Dates | From 21/12/2006 to 20/12/2009 |
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 |
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 |
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 |
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 |
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 |
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 |
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 |
Explained anomaly detection in text reviews: Can subjective scenarios be correctly evaluated?
| Authors | David Novoa-Paradela, Bertha Guijarro-Berdiñas, Óscar Fontenla-Romero |
| Journal | Engineering Applications of Artificial Intelligence Vol. 133 (pages 108065. to 108065.) |
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 |
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 |
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 |
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 |
Fast Deep Autoencoder for Federated Learning
| Authors | David Novoa-Paradela, Bertha Guijarro-Berdiñas, Óscar Fontenla-Romero |
| Journal | Pattern Recognition Vol. 143 |
| DOI | https://doi.org/10.1016/j.patcog.2023.109805 |
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) |
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) |
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 |
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 |
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 |
Aprendizaje Automático para la Detección de Anomalías: de la superficie a lo profundo
| Autor | David Novoa Paradela |
| Director/s | Óscar Fontenla Romero; Berta María Guijarro Berdiñas |
| 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 |
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 |
Beyond the Premier: Assessing Action Spotting Transfer Capability Across Diverse Domains
10th IEEE International Workshop on Computer Vision in Sports (CVsports)
International
| Authors | Bruno Cabado, Anthony Cioppa, Silvio Giancola, Andrés Villa, Bertha Guijarro-Berdiñas, Emilio J. Padrón, Bernard Ghanem, Marc van Droogenbroeck |
| Organization | IEEE Communitation Society |
| Place | Seattle (Estados Unidos) |
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) |
EGAR: Environment Generator for Agent-based Research
22nd International Conference on Practical applications of Agents and Multi-Agent System(PAAMS2024)
International
| Authors | Alejandro Rodríguez-Arias, Noelia Sánchez-Maroño, Bertha Guijarro-Berdiñas |
| Place | Salamanca (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) |
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 |
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) |
A Federated Learning architecture for Anomaly Detection on the Edge using Deep Autoencoders
31th IEEE International Conference on Enabling Technologies: Infrastructure for Collaborative Enterprises (WETICE-2023)
International
| Authors | David Novoa-Paradela, Óscar Fontenla-Romero, Bertha Guijarro-Berdiñas |
| Place | Paris (Francia) |
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 | Bruno 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 |
Aprendizaje en grandes volúmenes de datos mediante un nuevo método distribuido y no iterativo para redes de neuronas de una capa
Machine Learning Workshop Galicia 2017
Autonomous
| Authors | Óscar Fontenla-Romero, Bertha Guijarro-Berdiñas, Beatriz Pérez-Sánchez, Marcelo Gómez-Casal |
| Organization | CITIUS |
| Place | Santiago de Compostela (España) |
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) |
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) |
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) |
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 |
Academic or management positions held by teacher.