PhD Beatriz Pérez Sánchez  

(TIT-UN)

Department Computer Science and Information Technologies
Knowledgment area Computational Science and Artificial Intelligence
Research  Research group Laboratorio de Investigación y Desarrollo en Inteligencia Artificial
Research lines No data available from Curriculum Management System at UDC. (SUXI).
Contacto UDC directory
Orcid id0000-0002-8770-7257 ResearcherIDH-2503-2015 Scopus23397987900

Teaching

Subjects taught

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

Subject and involved studies Distance hours Total hours
Computational Intelligence for Bioinformatics 0 22
Master's Dissertation 0 4
Programming II 0 70
Software Design 0 90
Work Placement 0 12
Subject and involved studies Distance hours Total hours
Computational Intelligence for Bioinformatics
Master in Bioinformatics for Health Sciences
0 22
Programming II
Degree in Computer Engineering
0 80
Software Design
Degree in Computer Engineering
0 30
Work Placement
Degree in Computer Engineering
0 12
Work Placement
Master's in Computer Engineering
0 8
Subject and involved studies Distance hours Total hours
Computational Intelligence for Bioinformatics
Master in Bioinformatics for Health Sciences
0 16
Programming II
Degree in Computer Engineering
0 90
Software Design
Degree in Computer Engineering
0 50
Work Placement
Degree in Computer Engineering
0 0
Work Placement
Degree in Computer Engineering
0 10
Work Placement
Master's in Computer Engineering
0 10
Subject and involved studies Distance hours Total hours
Computational Intelligence for Bioinformatics
Master in Bioinformatics for Health Sciences
0 15
Final Year Dissertation. Mention in Computer Science
Degree in Computer Engineering
0 4
Programming II
Degree in Computer Engineering
0 100
Software Design
Degree in Computer Engineering
0 40
Work Placement
Degree in Computer Engineering
0 0
Work Placement
Degree in Computer Engineering
0 10
Work Placement
Master's in Computer Engineering
0 10
Subject and involved studies Distance hours Total hours
Computational Intelligence for Bioinformatics
Master in Bioinformatics for Health Sciences
0 6
Final Year Dissertation. Mention in Computer Science
Degree in Computer Engineering
0 2.66666666666667
Programming II
Degree in Computer Engineering
0 70
Software Design
Degree in Computer Engineering
0 94
Work Placement
Master's in Computer Engineering
0 4
Subject and involved studies Distance hours Total hours
Programming II
Degree in Computer Engineering
0 51
Software Design
Degree in Computer Engineering
0 132

Defined tutoring by teacher for 2022/2023 academic course.

Faculty of Computer Science

Quarter Day Site
1st quarter Thursday
13:00 a 14:30
Teams (Virtual)
1st quarter Friday
11:00 a 13:30
Teams (Virtual)
2nd quarter Wednesday
11:30 a 13:30
Teams (Virtual)
2nd quarter Thursday
09:00 a 11:00
Teams (Virtual)

Research results

Select merit type and year to query research merits.

Aprendizaje profundo ético

Funding entity Ministerio de Ciencia e Innovación
Main researches Cancela Barizo, Brais
Type Proyecto Programas Nacionales
Dates From 01/09/2022 to 31/08/2025

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

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

Tutor de programación inteligente mediante robótica simulada

Funding entity Ministerio de Ciencia e Innovación
Main researches Francisco Javier Bellas Bouza (IP1) / Óscar Fontenla Romero (IP2)
Type Proyecto Programas Nacionales
Dates From 01/12/2022 to 30/11/2024

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

ASIMETRÍAS DE GÉNERO EN LA COMUNICACIÓN POLÍTICA DIGITAL. PRÁCTICAS, ESTRUCTURAS DE PODER Y VIOLENCIAS EN LA TUITESFERA ESPAÑOLA

Funding entity INSTITUTO DE LA MUJER. MINISTERIO DE IGUALDAD
Main researches María Teresa Piñeiro Otero
Type Proyecto Otros Programas
Dates From 01/01/2022 to 31/12/2023

Aprendizaje Automático Escalable y Explicable

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

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

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

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

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

Algoritmos de aprendizaje computacional en entornos distribuídos

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

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

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

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)

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

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

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 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)

Estimating the Parameters of a Fatigue Model Using Benders Decomposition

Authors Enrique Ron Castillo, Roberto Mínguez, Antonio J. Conejo, Beatriz Pérez-Sánchez, Óscar Fontenla-Romero
Journal ANNALS OF OPERATIONS RESEARCH Vol. 210 (pages 309 to 331)
DOI https://doi.org/10.1007/s10479-011-0891-6

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

A robust incremental learning method for non-stationary environments

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

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 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)

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

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

Classfication of Microrray Data

Authors Noelia Sánchez-Maroño. Óscar Fontenla-Romero. Beatriz Pérez-Sánchez
Book Microarray Bioinformatics
Publishing: Springer.
ISBN: 978-1-4939-9441-0
Pages From 185 to 206

Online Machine Learning

Authors
Book Efficiency and Scalability Methods for Computational Intellect
Publishing: Information Science Reference.
ISBN: 9781466639423
Pages From 27 to 54

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

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)

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)

Feature selection for label ranking
26th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN2018)
International

Authors Noelia Sánchez-Maroño, Beatriz Pérez-Sánchez
Place Brujas (Bélgica)

A fast learning algorithm for high dimensional problems: an application to microarrays
ESANN 2016 - European Simposium on Artificial Neural Networks (Core B)
International

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

Distributed learning algorithm for feedforward neural networks
ESANN 2016 - European Simposium on Artificial Neural Networks (Core B)
International

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

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)

Two-class with oversampling versus one-class classification for microarray datasets. Lecture Notes in Computer Science (vol. 9887)
International Conference on Artificial Neural Networks (ICANN 2016)
International

Authors Beatriz Pérez-Sánchez, Óscar Fontenla-Romero, Noelia Sánchez-Maroño
Place Barcelona (España)

One-class classification for microarray datasets with feature selection
Engineering Applications of Neural Networks (EANN 2015)
International

Authors Beatriz Pérez-Sánchez, Óscar Fontenla-Romero, Noelia Sánchez-Maroño
Place Rodas (Grecia)

Selecting target concept in one-class classification for handling class imbalance problem
IJCNN 2015 - 2015 International Joint Conference on Neural Networks
International

Authors Beatriz Pérez-Sánchez, Óscar Fontenla-Romero, Noelia Sánchez-Maroño
Place Killarney (Irlanda)

Self-adaptive topology neural network for online incremental learning
6th International Conference on Agents and Artificial Intelligence (ICAART 2014)
International

Authors Beatriz Pérez-Sánchez, Óscar Fontenla-Romero, Bertha Guijarro-Berdiñas
Organization Institute for Systems and Technologies of Information, Control and Communication (INSTICC)
Place Angers (Francia)

Adaptive Neural Topology Based on Vapnik-Chervonenkis Dimension
Agents and Artificial Intelligence. Lecture Notes in Artificial Intelligence
International

Authors Beatriz Pérez-Sánchez, Óscar Fontenla-Romero, Bertha Guijarro-Berdiñas
Place Angers (Francia)

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

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

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)

A distributed learning algorithm based on two-layer artificial neural networks and genetic algorithms
ESANN 2011 - European Simposium on Artificial Neural Networks (Core B)
International

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

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

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

Distributed learning on nonuniform class-probability distributions based on genetic algorithms and artificial neural networks
IEEE Symposium Series on Computational Intelligence, IEEE Workshop on Hybrid Intelligent Models and Applications (HIMA)
International

Authors Diego Peteiro Barral, Bertha Guijarro-Berdiñas, Beatriz Pérez-Sánchez
Place París (Francia)

On the effectiveness of distributed learning on different class-probability distributions of data. Lecture Notes in Artificial Intelligence (vol. 7023)
14a Conferencia de la Asociación Española para la Inteligencia Artificial (CAEPIA 2011)
International

Authors Diego Peteiro Barral, Bertha Guijarro-Berdiñas, Beatriz Pérez-Sánchez
Organization AEPIA - Asociación Española Para la Inteligencia Artificial
Place Santa Cruz de Tenerife (España)

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)

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

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

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)

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)

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

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

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

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

A Novel Local Classification Method using Growing Neural Gas and Proximal Support Vector Machines
IJCNN 2007, International Joint Conference on Neural Networks
International

Authors Rubén M. Rodríguez Pena, Beatriz Pérez-Sánchez, Óscar Fontenla-Romero
Place Orlando (Estados Unidos)

A fast semi-linear backpropagation learning algorithm
International Conference on Artificial Neural Networks ICANN 2007
International

Authors Bertha Guijarro-Berdiñas, Óscar Fontenla-Romero, Beatriz Pérez-Sánchez, Paula Fraguela Vidal
Place Porto (Portugal)

A Linear learning method for multilayer perceptrons using least-squares. Lecture Notes in Computer Science (vol. 4881)
International Conference on Intelligent Data Engineering and Automated Learning (IDEAL 2007)
International

Authors Bertha Guijarro-Berdiñas, Óscar Fontenla-Romero, Beatriz Pérez-Sánchez, Paula Fraguela Vidal
Place Birmingham (Reino Unido)

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

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

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)

Positions

Academic or management positions held by teacher.

Xunta da Facultade de Informática

PDI (Membros Natos)

From 10/03/2021.

Consello do Departamento Ciencias da Computación e Tecnoloxías da Información

PDI (Membros Natos)

From 10/03/2021.

Claustro

Profesorado doctor con vinculación permanente

From 06/03/2019.

Comisión Académica de la Facultad de Informática

Vocal PDI