| 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 | Machine learning, Data mining, Artificial Intelligence |
| Teaching merits evaluation | 4 five years period(s) |
| Research merits evaluation | 4 six years period(s) |
| Contacto | UDC directory |
| Orcid id0000-0003-4203-8720 ResearcherIDA-1142-2015 Scopus6603198882 | |
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 |
|---|---|---|---|
| Analysis Technics and Data Modelling for Efficiency | Optional | 0 | 10 |
| Computer Science | Core | 0 | 60 |
| Deep Learning | Optional | 0 | 10 |
| Final Year Dissertation | Compulsory | 0 | 8 |
| Information Systems in Industrial Environments | Optional | 0 | 21 |
| Machine Learning | Compulsory | 0 | 0 |
| Machine Learning I | Optional | 0 | 21 |
| Machine Learning II | Optional | 0 | 21 |
| Master`s Dissertation | Compulsory | 0 | 8 |
| Master's Dissertation | Compulsory | 0 | 0.5 |
| Master's Dissertation | Compulsory | 0 | 10.5 |
| Subject and involved studies | Type | Distance hours | Total hours |
|---|---|---|---|
|
Analysis Technics and Data Modelling for Efficiency
Master´s Degree in Energy Efficiency and Sustainability
|
Optional | 0 | 10 |
|
Computer Science
Automation and Industrial Electronics Engineering
Degree in Electrical Engineering
Industrial Engineering
|
Core | 0 | 60 |
|
Final Year Dissertation
Automation and Industrial Electronics Engineering
|
Compulsory | 0 | 4.5 |
|
Final Year Dissertation. Mention in Computer Science
Degree in Computer Engineering
|
Compulsory | 0 | 9.5 |
|
Information Systems in Industrial Environments
Master's Degree in Industrial Computing and Robotics
|
Optional | 0 | 21 |
|
Machine Learning I
Master's Degree in Industrial Computing and Robotics
|
Optional | 0 | 21 |
|
Machine Learning II
Degree in Data Science and Engineering
|
Compulsory | 0 | 10 |
|
Machine Learning II
Master's Degree in Industrial Computing and Robotics
|
Optional | 0 | 21 |
|
Master's Dissertation
Master's Degree in Industrial Computing and Robotics
|
Compulsory | 0 | 18 |
| Subject and involved studies | Type | Distance hours | Total hours |
|---|---|---|---|
|
Analysis Technics and Data Modelling for Efficiency
Master´s Degree in Energy Efficiency and Sustainability
|
Optional | 0 | 10 |
|
Analysis Technics and Data Modelling for Efficiency
Master in Efficiency and Energy Use
|
Optional | 0 | 0 |
|
Computer Science
Automation and Industrial Electronics Engineering
Degree in Electrical Engineering
Industrial Engineering
|
Core | 0 | 60 |
|
Large Scale Machine Learning
Degree in Data Science and Engineering
|
Optional | 0 | 4.5 |
|
Machine Learning I
Master's Degree in Industrial Computing and Robotics
|
Optional | 0 | 21 |
|
Machine Learning II
Degree in Data Science and Engineering
|
Compulsory | 0 | 10 |
|
Machine Learning II
Master's Degree in Industrial Computing and Robotics
|
Optional | 0 | 21 |
|
Master's Dissertation
Master's Degree in Industrial Computing and Robotics
|
Compulsory | 0 | 12 |
| Subject and involved studies | Type | Distance hours | Total hours |
|---|---|---|---|
|
Analysis Technics and Data Modelling for Efficiency
Master in Efficiency and Energy Use
|
Optional | 0 | 10 |
|
Computer Science
Automation and Industrial Electronics Engineering
Degree in Electrical Engineering
Industrial Engineering
|
Core | 0 | 60 |
|
Machine Learning I
Master's Degree in Industrial Computing and Robotics
|
Optional | 0 | 21 |
|
Machine Learning II
Degree in Data Science and Engineering
|
Compulsory | 0 | 10 |
|
Machine Learning II
Master's Degree in Industrial Computing and Robotics
|
Optional | 0 | 21 |
| Subject and involved studies | Type | Distance hours | Total hours |
|---|---|---|---|
|
Algorithms
Degree in Computer Engineering
|
Compulsory | 0 | 10 |
|
Analysis Technics and Data Modelling for Efficiency
Master in Efficiency and Energy Use
|
Optional | 0 | 10 |
|
Computer Science
Automation and Industrial Electronics Engineering
Degree in Electrical Engineering
Industrial Engineering
|
Core | 0 | 42 |
|
Final Year Dissertation
Automation and Industrial Electronics Engineering
|
Compulsory | 0 | 12 |
|
Final Year Dissertation. Mention in Computer Science
Degree in Computer Engineering
|
Compulsory | 0 | 16 |
|
Information Systems in Industrial Environments
Master's Degree in Industrial Computing and Robotics
|
Optional | 0 | 0 |
|
Machine Learning I
Master's Degree in Industrial Computing and Robotics
|
Optional | 0 | 17 |
|
Machine Learning II
Master's Degree in Industrial Computing and Robotics
|
Optional | 0 | 12.5 |
|
Master's Dissertation
Master's Degree in Industrial Computing and Robotics
|
Compulsory | 0 | 0 |
| Subject and involved studies | Type | Distance hours | Total hours |
|---|---|---|---|
|
Algorithms
Degree in Computer Engineering
|
Compulsory | 0 | 17 |
|
Analysis Technics and Data Modelling for Efficiency
Master in Efficiency and Energy Use
|
Optional | 0 | 10 |
|
Computer Science
Automation and Industrial Electronics Engineering
Degree in Electrical Engineering
|
Core | 0 | 78 |
Defined tutoring by teacher for 2024/2025 academic course.
| Quarter | Day | Site |
|---|---|---|
| 1st quarter |
Monday
11:30 a 13:30 |
Despacho 0.12 |
| 2nd chance |
Monday
11:30 a 13:30 |
Despacho 0.12 |
| Quarter | Day | Site |
|---|---|---|
| 1st quarter |
Tuesday
16:30 a 19:30 |
Despacho 1D - Edificio Batallóns |
| 2nd quarter |
Monday
16:30 a 19:30 |
Despacho 1D - Edificio Batallóns |
| 2nd quarter |
Tuesday
16:30 a 18:30 |
Despacho 1D - Edificio Batallóns |
| 2nd chance |
Tuesday
16:30 a 19:30 |
Despacho 1D - Edificio Batallóns |
Directed or codirected by current teacher since 2013 year.
| Anomaly detection in sawn wood using machine learning techniques |
| Design and implementation of machine learning models for the detection of characteristic events in industrial machinery |
| Development of a federated learning system based on embedded devices |
| Federated learning on low-power devices |
| Intelligent federated learning applied to automatic systems for control fluids installations |
| Predictive analysis of COVID-19 pandemic data using machine learning |
| 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 |
| Design of an information system to support the management of outlying unit of a goverment organization |
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 |
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 2022
| 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 |
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 |
Machine Learning on the Edge (MLoE)
| Funding entity | FUNDACIÓN BBVA |
| Main researches | Óscar Fontenla Romero |
| Type | Proyecto Programas Nacionales |
| Dates | From 30/04/2020 to 30/10/2022 |
CEDCOVID: Ciencia e Ingeniería de datos para la evaluación, predicción poblacional y personalizada de la evolución de la enfermedad COVID-19
| Funding entity | Agencia Gallega de Innovación (GAIN) |
| Main researches | Ricardo Cao Abad |
| Type | Proyecto Programas Autonomicos |
| Dates | From 01/11/2020 to 31/12/2022 |
Axudas para a consolidación e estruturación de unidades de investigación competitivas.GRC
| Funding entity | Consellería de Cultura, Educación e Ordenación Universitaria |
| Main researches | Amparo Alonso Betanzos |
| Type | Proyecto Programas Autonomicos |
| Dates | From 01/01/2019 to 20/11/2021 |
Social innovation Modelling Approaches to Realizing Transition to Energy Efficiency and Sustainability (SMARTEES)
| Funding entity | Union Europea |
| Main researches | Christian A. Klöckner |
| Type | Proyecto UE |
| Dates | From 01/05/2018 to 31/10/2021 |
Utilización de redes de neuronales como método para mantenimiento basado en la condición en los buques de la Armada
| Funding entity | INDRA |
| Main researches | Óscar Fontenla |
| Type | Contrato |
| Dates | From 10/10/2018 to 10/01/2021 |
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 |
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 30/06/2015 to 31/12/2017 |
Red de Tecnologías Cloud y Big Data para HPC
| Funding entity | Xunta de Galicia |
| Main researches | Juan Touriño Domínguez |
| Type | Proyecto Programas Autonomicos |
| Dates | From 01/01/2014 to 31/12/2015 |
Ayudas para la consolidación y estructuración de unidades de investigación competitivas del Sistema Universitario de Galicia. Grupos de Referencia Competitiva
| Funding entity | Consellería de Cultura, Educación e Ordenación Universitaria |
| Main researches | Amparo Alonso Betanzos |
| Type | Proyecto Programas Autonomicos |
| Dates | From 01/01/2014 to 31/12/2017 |
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 |
Low Carbon at Work: Modelling agents and organisations to achieve transition to a low carbon Europe (LOCAW)
| Funding entity | 7º PROGRAMA MARCO - UNIÓN EUROPEA (Grant agreement 265155) |
| Main researches | Ricardo García Mira |
| Type | Proyecto UE |
| Dates | From 01/01/2011 to 31/12/2013 |
Programa de consolidación y estructuración de unidades de investigación competitivas. Modalidad de grupos de referencia competitiva
| Funding entity | Consellería de Educación e Ordenación Universitaria |
| Main researches | Amparo Alonso Betanzos |
| Type | Proyecto Programas Autonomicos |
| Dates | From 01/01/2011 to 31/12/2013 |
TECNOLOGIAS DE ANALISIS DE EFICIENCIA Y FIABILIDAD EN BUQUES-PROYECTO STEF
| Funding entity | Perama Ingeniería S.L.U |
| Main researches | Amparo Alonso Betanzos |
| Type | Contrato |
| Dates | From 24/06/2010 to 23/06/2011 |
Eficiencia energética
| Funding entity | Xunta de Galicia |
| Main researches | Amparo Alonso Betanzos |
| Type | Contrato |
| Dates | From 30/09/2010 to 30/06/2011 |
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 |
A novel intelligent approach for man-in-the-middle attacks detection over internet of things environments based on message queuing telemetry transport
| Authors | Álvaro Michelena, José Aveleira-Mata, Esteban Jove, Martín Bayon-Gutiérrez, Paulo Novais, Óscar Fontenla-Romero, José Luis Calvo-Rolle, Héctor Aláiz-Moreton |
| Journal | EXPERT SYSTEMS Vol. 41 Num. 2 |
| DOI | https://doi.org/10.1111/exsy.13263 |
Novel adaptive approach for anomaly detection in nonlinear and time-varying industrial systems
| Authors | Álvaro Michelena, Francisco Zayas-Gato, Esteban Jove, José-Luis Casteleiro-Roca, Héctor Quintián, Óscar Fontenla-Romero, José Luis Calvo-Rolle |
| Journal | LOGIC JOURNAL OF THE IGPL (pages 1 to 16) |
| DOI | https://doi.org/10.1093/jigpal/jzae070 |
A review and future trends of precision livestock over dairy and beef cow cattle with artificial intelligence
| Authors | Álvaro Michelena, Óscar Fontenla-Romero, Jose Luis Calvo Rolle |
| Journal | LOGIC JOURNAL OF THE IGPL (pages 1 to 49) |
| DOI | https://doi.org/10.1093/jigpal/jzae111 |
A One-Class Classification method based on Expanded Non-Convex Hulls
| Authors | David Novoa-Paradela, Óscar Fontenla-Romero, Bertha Guijarro-Berdiñas |
| Journal | Information Fusion Vol. 89 (pages 1 to 15) |
| DOI | https://doi.org/10.1016/j.inffus.2022.07.023 |
DSVD-Autoencoder: A scalable distributed privacy-preserving method for one-class classification
| Authors | Óscar Fontenla-Romero, Beatriz Pérez-Sánchez, Bertha Guijarro-Berdiñas |
| Journal | INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS Vol. 36 (pages 177 to 199) |
SOPRENE: Assessment of the Spanish Armada's Predictive Maintenance Tool for Naval Assets
| Authors | David Fernández-Barrero, Óscar Fontenla-Romero, Francisco Lamas-López, David Novoa-Paradela, María D. R-Moreno, David Sanz |
| Journal | Applied Sciences Vol. 11 Num. 16 (pages 7322-1 to 7322-18) |
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 |
One-Class Convex Hull-Based Algorithm for Classification in Distributed Environments
| Authors | Diego Fernández-Francos, Óscar Fontenla-Romero, Amparo Alonso-Betanzos |
| Journal | IEEE Transactions on Systems, Man, and Cybernetics: Systems Vol. 50 Num. 2 (pages 386 to 396) |
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 |
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 |
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 |
Fault detection via Recurrence Time statistics and one class classi cation
| Authors | Amparo Alonso-Betanzos, Óscar Fontenla-Romero, David Martínez-Rego, Jose C Principe |
| Journal | PATTERN RECOGNITION LETTERS Vol. 84 (pages 8 to 14) |
| DOI | https://doi.org/10.1016/j.patrec.2016.07.019 |
Testing scenarios to achieve worplace sustainability goals using Backcasting and Agent-based Modeling,
| Authors | García-Mira, R., Dumitru, A., A. Alonso-Betanzos, Noelia Sánchez-Maroño, Óscar Fontenla-Romero, Tony Craig, Gary Polhill |
| Journal | ENVIRONMENT AND BEHAVIOR Vol. 49 Num. 9 (pages 1007 to 1037) |
| DOI | https://doi.org/10.1177/0013916516673869 |
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) |
| DOI | https://doi.org/10.1016/j.ins.2015.01.022 |
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 |
Dealing with inter-expert variability in Retinopathy of Prematurity: a machine learning approach
| Authors | Verónica Bolón-Canedo, Esra Ataer-Cansizoglu, D. Erdogmus, Jayashree Kalpathy-Cramer, Óscar Fontenla-Romero, A. Alonso-Betanzos, Michael F. Chiang |
| Journal | Computer Methods and Programs in Biomedicine Vol. 122 Num. 1 (pages 1 to 15) |
| DOI | https://doi.org/10.1016/j.cmpb.2015.06.004 |
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 |
An Agent-Based Model for Simulating Environmental Behavior in an Educational Organization
| Authors | Noelia Sánchez-Maroño, Amparo Alonso-Betanzos, Óscar Fontenla-Romero, Carlota Brinquis-Nuñez, Gary Polhill, Tony Craig, Adina Dumitru, García-Mira, R. |
| 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, Bertha 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 | Diego Fernández-Francos, David Martínez Rego, Óscar Fontenla-Romero, 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) |
| DOI | https://doi.org/10.1109/tpami.2013.94 |
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 |
Non linear Single Layer Neural Network training algorithm for incremental, non stationary and distributed learning scenarios
| Authors | David Martínez Rego, Óscar Fontenla-Romero, 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, 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 | 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, 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, 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, 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, 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, Bertha Guijarro-Berdiñas, Beatriz Pérez-Sánchez, 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 Hernandez-Pereira, Juan Antonio Suárez Romero, Óscar Fontenla-Romero, Amparo Alonso-Betanzos |
| Journal | Expert Systems with Applications Vol. 36 Num. 7 (pages 10612 to 10617) |
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, M. Francisco-Fernández, R. Cao, 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, Amparo Alonso-Betanzos |
| Journal | LECTURE NOTES IN COMPUTER SCIENCE Vol. 4881 (pages 168 to 177) |
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 Fast Classification Algorithm Based on Local Models
| Authors | Sabela Platero Santos, Óscar Fontenla-Romero, 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, 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) |
Linear-least-squares initialization of multilayer perceptrons through backpropagation of the desired response
| Authors | Deniz Erdogmus, Óscar Fontenla-Romero, José C. Príncipe, 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, 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, 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) |
Linear Least-Squares Based Methods for Neural Networks Learning
| Authors | Óscar Fontenla-Romero, Deniz Erdogmus, J. C. Principe, 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, Bertha Guijarro-Berdiñas, 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, 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) |
XL Jornadas de Automática: libro de actas: Ferrol, 4-6 de septiembre de 2019
| Editors | Calvo-Rolle, José Luis, Casteleiro-Roca, José-Luis, Fernández-Ibáñez, Isabel, Fontenla-Romero, Óscar, Jove, Esteban, Leira-Rejas, Alberto J., López Vázquez, José Antonio, Loureiro, Vanesa, Meizoso-López, María-Carmen, Pérez Castelo, Francisco Javier, Piñón-Pazos, A., Quintián, Héctor, Rivas Rodríguez, Juan Manuel, Rodríguez Gómez, Benigno Antonio, Vega-Vega, Rafael |
| Publishing | Universidade da Coruña - Servizo de Publicacións, Coruña, A (España) |
| ISBN | 978-84-9749-716-9 |
Agent-Based Modeling of Sustainable Behaviors
| Authors | A. Alonso-Betanzos, N. Sánchez-Maroño, Óscar Fontenla-Romero |
| Editors | A. Alonso-Betanzos, N. Sánchez-Maroño, Óscar Fontenla-Romero, G. Polhil, T. Craig, Javier Bajo Pérez, J. M. Corchado |
| Publishing | SPRINGER, (España) |
| ISBN | 978-3-319-46330-8 |
Classfication of Microarray Data
| Authors | Noelia Sánchez-Maroño. Óscar Fontenla-Romero. Beatriz Pérez-Sánchez |
| Book |
Microarray Bioinformatics Vol. 1986 Publishing: Springer. ISBN: 978-1-4939-9441-0 |
| Pages | From 185 to 206 |
Empirically-derived behavioral rules in agent-based models using decision trees learned from questionnaire data
| Authors | A. Alonso-Betanzos. Óscar Fontenla-Romero. Noelia Sánchez-Maroño. Gary Polhill. T. Craig |
| Book |
Agent-Based Modeling of Sustainable Behaviors Publishing: SPRINGER. ISBN: 978-3-319-46330-8 |
| Pages | From 53 to 76 |
Interactions matter: modelling everyday pro-environmental norm transmission and difussion in workplace networks
| Authors | G. Polhil. T. Craig. A. Alonso-Betanzos. Noelia Sánchez-Maroño. Óscar Fontenla-Romero. A. Dumitru. García-Mira, R.. Mirilia Bonnes. Marino Bonaiuto. Giuseppe Carrus. Fridanna Maricchiolo. Ferdinando Fornara. Corina Ilin. Linda Steg. Angela Ruepert. Kees Keizer |
| Book |
Agent-Based Modeling of Sustainable Behaviors Publishing: SPRINGER. ISBN: 978-3-319-46330-8 |
| Pages | From 27 to 52 |
Web-based Multimedia Tools for Monitoring and E-learning
| Authors | F. Bellas. 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 | 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 |
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 |
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 |
Identification and Behavior Pattern Recognition of Cows in Intensive and Extensive Farms Using Intelligent Collars and Dimensional Reduction Techniques
19th International Conference on Hybrid Artificial Intelligent Systems. HAIS 2024
International
| Authors | Álvaro Michelena, Francisco Zayas-Gato, José-Luis Casteleiro-Roca, Héctor Quintián, Óscar Fontenla-Romero, José Luis Calvo-Rolle |
| Place | Salamanca (España) |
| DOI | https://doi.org/10.1007/978-3-031-74186-9_1 |
Cyberattack Detector for Real-Time IoT Devices and Networks
International Joint Conferences 17th International Conference on Computational Intelligence in Security for Information Systems (CISIS 2024) and 15th International Conference on European Transnational Education (ICEUTE 2024)
International
| Authors | Antonio Díaz-Longueira, Álvaro Michelena, Francisco Zayas-Gato, Marta-María Álvarez-Crespo, Óscar Fontenla-Romero, José Luís Calvo-Rolle |
| Place | Salamanca (España) |
| DOI | https://doi.org/10.1007/978-3-031-75016-8_24 |
Hybrid Classification Model Based on Supervised Techniques for Denial of Service Attacks Detection over CoAP Protocol
20th International Conference on Distributed Computing and Artificial Intelligence, DCAI 2023
International
| Authors | Álvaro Michelena, Antonio Díaz-Longueira, Míriam Timiraos, Francisco Javier de Cos Juez, Héctor Aláiz Moretón, Dragan Simic, Óscar Fontenla-Romero, José Luis Calvo-Rolle |
| Place | Guimaraes (Portugal) |
| DOI | https://doi.org/10.1007/978-3-031-38616-9_1 |
Comparative Study of Wastewater Treatment Plant Feature Selection for COD Prediction
20th International Conference on Distributed Computing and Artificial Intelligence, DCAI 2023
International
| Authors | Míriam Timiraos, Antonio Díaz-Longueira, Álvaro Michelena, Francisco Zayas-Gato, Héctor Quintián, Héctor Alaiz-Moretón, Óscar Fontenla-Romero, José Luis Calvo-Rolle |
| Place | Guimaraes (Portugal) |
| DOI | https://doi.org/10.1007/978-3-031-38616-9_2 |
Comparative Study of Forecasting Techniques for Small Wind Turbine Power Generation by Meteorological Parameters
20th International Conference on Distributed Computing and Artificial Intelligence, DCAI 2023
International
| Authors | Antonio Díaz-Longueira, Míriam Timiraos, Álvaro Michelena, Francisco Zayas-Gato, Esteban Jove, Roberto Casado-Vara, Óscar Fontenla-Romero, José Luis Calvo-Rolle |
| Place | Guimaraes (Portugal) |
| DOI | https://doi.org/10.1007/978-3-031-38616-9_7 |
A Novel Method for Failure Detection Based on Real-Time Systems Identification
International Joint Conference 16th International Conference on Computational Intelligence in Security for Information Systems (CISIS 2023) 14th International Conference on EUropean Transnational Education (ICEUTE 2023)
International
| Authors | Álvaro Michelena, Antonio Díaz-Longueira, Míriam Timiraos, Héctor Quintián, Óscar Fontenla-Romero, José Luis Calvo-Rolle |
| Place | Salamanca (España) |
| DOI | https://doi.org/10.1007/978-3-031-42519-6_5 |
Comparative Study of Wastewater Treatment Plant Feature Selection for COD Prediction
18th International Conference on Soft Computing Models in Industrial and Environmental Applications (SOCO 2023)
International
| Authors | Míriam Timiraos, Antonio Díaz-Longueira, Álvaro Michelena, Francisco Zayas-Gato, José-Luis Casteleiro-Roca, Esteban Jove, Héctor Quintián, Óscar Fontenla-Romero, José Luis Calvo-Rolle |
| Organization | Universidad de Salamanca |
| Place | Salamanca (España) |
| DOI | https://doi.org/10.1007/978-3-031-42529-5_15 |
An Anomaly Detection Approach for Realtime Identification Systems Based on Centroids
International Joint Conference 15th International Conference on Computational Intelligence in Security for Information Systems (CISIS 2022) 13th International Conference on EUropean Transnational Education (ICEUTE 2022)
International
| Authors | Álvaro Michelena, Francisco Zayas-Gato, Esteban Jove, José-Luis Casteleiro-Roca, Héctor Quintián, Óscar Fontenla-Romero, José Luis Calvo-Rolle |
| Place | Salamanca (España) |
| DOI | https://doi.org/10.1007/978-3-031-18409-3_5 |
Comparative study of anomaly detection techniques for monitoring Lithium Iron Phosphate ¿ LiFePO4 batteries
V XoveTIC Conference. XoveTIC 2022
National
| Authors | Álvaro Michelena, Francisco Zayas-Gato, Esteban Jove, Óscar Fontenla-Romero, José Luis Calvo-Rolle |
| Organization | Universidade da Coruña |
| Place | Coruña, A (España) |
| DOI | https://doi.org/10.29007/qd3p |
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) |
The School Path Guide: A Practical Introduction to Representation and Reasoning in AI for High School Students
Artificial Intelligence in Education. AIED 2021. Lecture Notes in Computer Science
International
| Authors | Sara Guerreiro-Santalla, Francisco Bellas, Óscar Fontenla-Romero |
| Place | Utrecht (Países Bajos) |
| DOI | https://doi.org/10.1007/978-3-030-78270-2_15 |
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) |
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) |
Predictive Maintenance of Naval Assets Using Machine Learning Techniques
The 15th annual Operations Research & Analysis Conference (NATO OR&A)
National
| Authors | Francisco Lamas-López, David Novoa-Paradela, Carlos Eiras-Franco, Óscar Fontenla-Romero, David Sanz-Muñoz |
| Place | Madrid (España) |
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) |
Mantenimiento predictivo de motores de buques mediante aprendizaje automático
VIII Congreso Nacional de I+D en Defensa y Seguridad (DESEi+d2020)
National
| Authors | David Novoa-Paradela, Carlos Eiras-Franco, Óscar Fontenla-Romero, Óscar Lamas López, David Sanz-Muñoz |
| Organization | CENTRO UNIVERSITARIO DE LA DEFENSA (CUD) |
| Place | León (España) |
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) |
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) |
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, García-Mira, R. |
| 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, 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, 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, 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) |
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) |
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, 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, 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, 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) |
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, 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, 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, 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, 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 | Bertha Guijarro-Berdiñas, Óscar Fontenla-Romero, Beatriz Pérez-Sánchez, 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 | M. Francisco-Fernández, R. Cao, Óscar Fontenla-Romero, 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, Bertha 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, M. Francisco-Fernández, R. Cao, 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 Hernandez-Pereira, Óscar Fontenla-Romero, Bertha Guijarro-Berdiñas, 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 | Bertha Guijarro-Berdiñas, Óscar Fontenla-Romero, Beatriz Pérez-Sánchez, 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, F. Bellas |
| 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 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, Amparo Alonso-Betanzos, Bertha 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 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 | 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, Bertha Guijarro-Berdiñas, 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 | 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 | 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) |
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, 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, 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 | Amparo Alonso-Betanzos, Bertha 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 | 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 | Amparo Alonso-Betanzos, Óscar Fontenla-Romero, Bertha Guijarro-Berdiñas, Olga Fernández Chaves, José C. Príncipe |
| Place | Viena (Austria) |
Academic or management positions held by teacher.