PhD Óscar Fontenla Romero  

(TIT-UN)

Department Computer Science
Knowledgment area Computational Science and Artificial Intelligence
Research  Research group Laboratorio de Investigación y Desarrollo en Inteligencia Artificial
Research lines Machine learning, Data mining, Artificial Intelligence
Contacto UDC directory
Orcid id0000-0003-4203-8720 ResearcherIDA-1142-2015 Scopus6603198882

Teaching

Subjects taught

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

Subject and involved studies Total hours
Algorithms 32
Analysis Technics and Data Modelling for Efficiency 0
Computer Science 72
Final Project. Mention in Computer Science 2.66666666666667
Graduation Proyect /Bachelor Thesis 12
Subject and involved studies Total hours
Algorithms
Degree in Computer Engineering
32
Analysis Technics and Data Modelling for Efficiency
Master in Efficiency and Energy Use
10
Computer Science
Automation and Industrial Electronics Engineering
Degree in Electrical Engineering
78
Subject and involved studies Total hours
Algorithms
Degree in Computer Engineering
32
Analysis Technics and Data Modelling for Efficiency
Master in Efficiency and Energy Use
12
Computer Science
Automation and Industrial Electronics Engineering
Degree in Electrical Engineering
57
Degree Thesis Project
Computer Engineering
1
Graduation Proyect /Bachelor Thesis
Automation and Industrial Electronics Engineering
4
Methodology of the Scientific Research
Master in Efficiency and Energy Use
11
Software Design
Degree in Computer Engineering
28
Subject and involved studies Total hours
Algorithms
Degree in Computer Engineering
32
Computer Science
Automation and Industrial Electronics Engineering
Degree in Electrical Engineering
72
Final Project. Mention in Information Technology
Degree in Computer Engineering
8
Software Design
Degree in Computer Engineering
24
Subject and involved studies Total hours
Algorithms
Degree in Computer Engineering
48
Computer Science
Automation and Industrial Electronics Engineering
Degree in Electrical Engineering
102
Final Project. Mention in Information Technology
Degree in Computer Engineering
6.7
Software Design
Degree in Computer Engineering
18
Subject and involved studies Total hours
Algorithms
Degree in Computer Engineering
48
Computer Science
Automation and Industrial Electronics Engineering
Degree in Electrical Engineering
102
Software Design
Degree in Computer Engineering
19

Defined tutoring by teacher for 2018/2019 academic course.

Faculty of Computer Science

Quarter Day Site
1st quarter Friday
12:30 a 14:00
Despacho 0.12

Polytechnic University College

Quarter Day Site
1st quarter Tuesday
16:30 a 19:30
Despacho de Subdirección de Organización Académica (EUP)
1st quarter Wednesday
16:30 a 18:00
Despacho de Subdirección de Organización Académica (EUP)
2nd quarter Monday
16:30 a 19:30
Despacho de Subdirección de Organización Académica (EUP)
2nd quarter Tuesday
16:30 a 19:30
Despacho de Subdirección de Organización Académica (EUP)

EOG works and final master thesis directed

Directed or codirected by current teacher since 2013 year.

Development of a system based on machine learning for anomaly detection in a level plant process
New distributed and non iterative training method for anomaly detection through artificial neural networks.
Remote control over the small level laboratory sytem plant
Stabilization system propelled
Comparative analysis of control techniques over level control laboratory plant
Design of an information system to support the management of outlying unit of a goverment organization

Research results

Select merit type and year to query research merits.

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

Airport Pavement Index Assessment (APIA)

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

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

Funding entity Fondo Europeo de Desarrollo Regional (FEDER)
Main researches Amparo Alonso Betanzos
Type Contrato
Dates From 01/01/2015 to 31/12/2017

INTELIGENCIA ARTIFICIAL EN LA INGENIERÍA: PASADO, PRESENTE Y FUTURO

Authors Óscar Fontenla Romero, José Luis Calvo-Rolle
Journal DYNA Vol. 93 Num. 4 (pages 350 to 352)
DOI https://doi.org/10.6036/8639

Volume, Variety and Velocity in Data Science. Editorial Special Issue.

Authors A. Alonso-Betanzos, Óscar Fontenla Romero, Noelia Sánchez Maroño
Journal Knowledge-Based Systems Vol. 117 (pages 1 to 2)

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

Authors Óscar Fontenla Romero, Beatriz Pérez Sánchez, Berta M. Guijarro Berdiñas
Journal IEEE Transactions on Neural Networks and Learning Systems Vol. PP Num. 99 (pages 1 to 6)
DOI https://doi.org/10.1109/tnnls.2017.2738118

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

Authors Óscar Fontenla Romero, Beatriz Pérez Sánchez, Berta M. Guijarro Berdiñas
Journal Applied Soft Computing
DOI https://doi.org/10.1016/j.asoc.2017.07.061

Testing scenarios to achieve workplace sustainability goals using backcasting and agent-based modeling

Authors María Amparo Alonso Betanzos, Noelia Sánchez Maroño, Óscar Fontenla Romero
Journal ENVIRONMENT AND BEHAVIOR (pages 1 to 31)
DOI https://doi.org/10.1177/0013916516673869

Fault detection via Recurrence Time statistics and one class classi cation

Authors María Amparo Alonso Betanzos, Óscar Fontenla Romero, David Martínez Rego
Journal PATTERN RECOGNITION LETTERS Vol. 84 (pages 8 to 14)

Stream change detection via passive-aggressive classification and Bernoulli CUSUM

Authors David Martínez Rego, Diego Fernández Francos, Oscar Fontenla-Romero, Amparo Alonso-Betanzos
Journal INFORMATION SCIENCES Vol. 305 (pages 130 to 145)

Distributed one-class support vector machine

Authors Enrique Castillo, Diego Peteiro Barral, Berta M. Guijarro Berdiñas, Óscar Fontenla Romero
Journal International Journal of Neural Systems Vol. 25 Num. 7 (pages 1550029/1 to 1550029/17)

Adaptive Inverse Control Using an Online Learning Algorithm for Neural Networks

Authors José Luis Calvo-Rolle, Óscar Fontenla Romero, Beatriz Pérez Sánchez, Berta M. Guijarro Berdiñas
Journal INFORMATICA Vol. 25 Num. 3 (pages 401 to 414)

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

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

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

Authors Diego Peteiro Barral, Berta M. Guijarro Berdiñas, Beatriz Pérez Sánchez, Óscar Fontenla Romero
Journal EXPERT SYSTEMS WITH APPLICATIONS Vol. 40 Num. 10 (pages 3900 to 3905)

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

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

A minimum volume covering approach with a set of ellipsoids

Authors David Martínez Rego, Enrique Castillo Ron, Oscar Fontenla-Romero, Amparo Alonso-Betanzos
Journal IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE Vol. 35 Num. 12 (pages 2997 to 3009)

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

Authors David Martínez Rego, Óscar Fontenla Romero, María Amparo Alonso Betanzos
Journal PATTERN RECOGNITION Vol. 45 Num. 12 (pages 4536 to 4546)

Aplicación de un robot comercial de bajo coste en tareas de seguimiento de objetos

Authors Hector Quintian Pardo, Jose Luis Calvo Rolle, Óscar Fontenla Romero
Journal DYNA Vol. 175 (pages 24 to 33)

Information Theoretic Learning and Local Modeling for Binary and Multiclass Classification

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

APPLICATION OF A LOW COST COMMERCIAL ROBOT IN TASKS OF TRACKING OF OBJECTS

Authors Hector Quintian Pardo, Jose Luis Calvo Rolle, Óscar Fontenla Romero
Journal DYNA-COLOMBIA Vol. 79 Num. 175 (pages 24 to 33)

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

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

Efficiency of local models ensembles for time series prediction

Authors David Martínez Rego, Óscar Fontenla Romero, María Amparo Alonso Betanzos
Journal EXPERT SYSTEMS WITH APPLICATIONS Vol. 38 Num. 6 (pages 6884 to 6894)

A robust incremental learning method for non-stationary environments

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

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

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

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

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

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

Authors Óscar Fontenla Romero, Berta M. Guijarro Berdiñas, Beatriz Pérez Sánchez, María Amparo Alonso Betanzos
Journal PATTERN RECOGNITION Vol. 43 Num. 5 (pages 1984 to 1992)

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

Authors Elena Maria Hernandez Pereira, Juan Antonio Suárez Romero, Óscar Fontenla Romero, María Amparo Alonso Betanzos
Journal EXPERT SYSTEMS WITH APPLICATIONS Vol. 36 Num. 7 (pages 10612 to 10617)

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

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

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

Authors Yuridia Gago Pallarés, Óscar Fontenla Romero, María Amparo Alonso Betanzos
Journal Lecture Notes in Computer Science Vol. 4881 (pages 168 to 177)

A Fast Semi-Linear Backpropagation Learning Algorithm

Authors Berta M. 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 Berta M. Guijarro Berdiñas, Óscar Fontenla Romero, Beatriz Pérez Sánchez, Paula Fraguela Vidal
Journal Lecture Notes in Computer Science Vol. 4881 (pages 365 to 374)

A Fast Classification Algorithm Based on Local Models

Authors Sabela Platero Santos, Óscar Fontenla Romero, María Amparo Alonso Betanzos
Journal Lecture Notes in Computer Science Vol. 4224 (pages 249 to 256)

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

Authors Enrique Castillo Ron, Berta M. Guijarro Berdiñas, Óscar Fontenla Romero, María 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, Berta M. Guijarro Berdiñas, María Amparo Alonso Betanzos, Vicente Moret Bonillo
Journal ARTIFICIAL INTELLIGENCE IN MEDICINE Vol. 34 Num. 1 (pages 65 to 76)

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

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

Modelling engineering problems using Dimensional Analysis for feature extraction.

Authors Noelia Sánchez Maroño, Óscar Fontenla Romero, Enrique Castillo, María Amparo Alonso Betanzos
Journal Lecture Notes in Computer Science Vol. 3697 (pages 949 to 954)

A Measure of fault tolerance for functional networks

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

A Bayesian Neural Network Approach for Sleep Apnea Classification

Authors Óscar Fontenla Romero, Berta M. Guijarro Berdiñas, María 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 María Amparo Alonso Betanzos, Óscar Fontenla Romero, Berta M. Guijarro Berdiñas, Elena Maria Hernandez Pereira, Inmaculada Paz Andrade, Eulogio Jiménez, José Luis Legido Soto, Tarsy Carballas
Journal EXPERT SYSTEMS WITH APPLICATIONS Vol. 25 Num. 4 (pages 545 to 554)

Linear Least-Squares Based Methods for Neural Networks Learning

Authors Óscar Fontenla Romero, Deniz Erdogmus, J. C. Principe, María Amparo Alonso Betanzos, Enrique Castillo
Journal Lecture Notes in Computer Science Vol. 2714 (pages 84 to 91)

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

Authors Juan Antonio Suárez Romero, Óscar Fontenla Romero, Berta M. Guijarro Berdiñas, María Amparo Alonso Betanzos
Journal Lecture Notes in Computer Science Vol. 2686 (pages 270 to 277)

Adaptive pattern recognition in the analysis of cardiotocographic records

Authors Óscar Fontenla Romero, María Amparo Alonso Betanzos, Berta M. 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 Berta M. Guijarro Berdiñas, María 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, Berta M. Guijarro Berdiñas, María 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, Berta M. Guijarro Berdiñas, María Amparo Alonso Betanzos
Journal Lecture Notes in Computer Science Vol. 2084 Num. - (pages 301 to 307)

Web-based Multimedia Tools for Monitoring and E-learning

Authors Francisco Javier Bellas Bouza. Óscar Fontenla Romero. Noelia Sánchez Maroño. Jose Antonio Becerra Permuy
Book Monitoring and Assessment in Online Collaborative Environments
Vol. - Publishing: IGI Global - Information Science Reference.
ISBN: 978-1-60566-786-7
Pages From 1 to 21

Redes Neuronales.

Authors Berta M. 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. Berta M. 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

Computational learning algorithms for large-scale datasets

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

Novel 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

Novel Machine Learning Methods Based on Information Theory

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

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

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

Algoritmos 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

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

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

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

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

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

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

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, Berta M. 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 Berta M. Guijarro Berdiñas, Santiago Fernández Lorenzo, Noelia Sánchez Maroño, Óscar Fontenla Romero
Place Salónica (Grecia)

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, María Amparo Alonso Betanzos
Place Salónica (Grecia)

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

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

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

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

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, Berta M. 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, Berta M. Guijarro Berdiñas
Place Sevilla (España)

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

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

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

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

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

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

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

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

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

Authors Berta M. Guijarro Berdiñas, Óscar Fontenla Romero, Beatriz Pérez Sánchez, María Amparo Alonso Betanzos
Place Bruxas (Países Bajos)

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

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

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, Berta M. Guijarro Berdiñas
Place Salamanca (España)

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)

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

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

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

Authors Elena Maria Hernandez Pereira, Óscar Fontenla Romero, Berta M. Guijarro Berdiñas, María Amparo Alonso Betanzos, Vicente Moret Bonillo
Place Patras, Ellas (Grecia)

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 Berta M. Guijarro Berdiñas, Óscar Fontenla Romero, Beatriz Pérez Sánchez, María Amparo Alonso Betanzos
Place Ciudad Real (España)

Aportaciones e ideas para el rediseño de la asignatura de Fundamentos de Informática al EEES
JENUI 2006, XII Jornadas de Enseñanza Universitaria de la Informática
National

Authors Noelia Sánchez Maroño, Óscar Fontenla Romero, Francisco Javier Bellas Bouza
Place Bilbao (España)

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 Maria Hernandez Pereira, Óscar Fontenla Romero
Place Bilbao (España)

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

Authors Julián Fontela Vivanco, Óscar Fontenla Romero, María Amparo Alonso Betanzos, Berta M. Guijarro Berdiñas, Noelia Sánchez Maroño, Juan Antonio Suárez Romero
Place Santiago de Compostela (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 Maria Hernandez Pereira
Place Villaviciosa de Odón (España)

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

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

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

Authors Óscar Fontenla Romero, Berta M. Guijarro Berdiñas, María Amparo Alonso Betanzos, Ana del Rocío Fraga Iglesias, Vicente Moret Bonillo
Place Mérida (España)

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

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

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

Authors María Amparo Alonso Betanzos, Óscar Fontenla Romero, Berta M. 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, María Amparo Alonso Betanzos, Berta M. Guijarro Berdiñas
Place Brujas (Bélgica)

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

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

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

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

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

Authors María Amparo Alonso Betanzos, Berta M. Guijarro Berdiñas, Óscar Fontenla Romero
Place Aachen (Alemania)

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

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

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

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

Positions

Academic or management positions held by teacher.

Comisión Académica de la Escuela Universitaria Politécnica

Vicepresidente

From 22/12/2017.

Comisión de Calidad de la Escuela Universitaria Politécnica

Vicepresidente

From 22/12/2017.

Escuela Universitaria Politécnica

Subdirector/a

From 20/04/2017.

Comisión de Titulación del Máster Universitario en Eficiencia y Aprovechamiento Energético

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