Dr. Óscar Fontenla Romero  

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
Internacional

Comparative Study of Wastewater Treatment Plant Feature Selection for COD Prediction
20th International Conference on Distributed Computing and Artificial Intelligence, DCAI 2023
Internacional

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
Internacional

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)
Internacional

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)
Internacional

A Federated Learning architecture for Anomaly Detection on the Edge using Deep Autoencoders
31th IEEE International Conference on Enabling Technologies: Infrastructure for Collaborative Enterprises (WETICE-2023)
Internacional

Development of a Virtual Sensor for COD Measurement in a Wastewater Treatment Plant
VI Congreso XoveTIC 2023
Nacional

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)
Internacional

Comparative study of anomaly detection techniques for monitoring Lithium Iron Phosphate ¿ LiFePO4 batteries
V XoveTIC Conference. XoveTIC 2022
Nacional

Regularized One-Layer Neural Networks for Distributed and Incremental Environments
International Work-Conference on Artificial Neural Networks (IWANN 2021). Lecture Notes in Computer Science
Internacional

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
Internacional

Federated Learning approach for Spectral Clustering
29th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN 2021)
Internacional

Caracterización de conjuntos de puntos mediante cierres no convexos subdivisibles
XIX Conference of the Spanish Association for Artificial Intelligence (CAEPIA 20/21)
Nacional

Predictive Maintenance of Naval Assets Using Machine Learning Techniques
The 15th annual Operations Research & Analysis Conference (NATO OR&A)
Nacional

Online Learning for Anomaly Detection via Subdivisible Convex Hulls
International Joint Conference on Neural Networks (IJCNN 2020)
Internacional

Mantenimiento predictivo de motores de buques mediante aprendizaje automático
VIII Congreso Nacional de I+D en Defensa y Seguridad (DESEi+d2020)
Nacional

Adaptive Real-Time Method for Anomaly Detection Using Machine Learning
3rd XoveTIC Conference
Autonómico

A Machine Learning Solution for Distributed Environments and Edge Computing
The 2nd XoveTIC Conference (XoveTIC 2019)
Autonómico

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)
Internacional

Mutual Information for improving the efficiency of the SCH algorithm
25th European symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN2017) .
Internacional

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
Autonómico

One-class classification algorithm based on convex hull
ESANN 2016 - European Symposium on Artificial Neural Networks
Internacional

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)
Internacional

A fast learning algorithm for high dimensional problems: an application to microarrays
ESANN 2016 - European Symposium on Artificial Neural Networks
Internacional

Distributed learning algorithm for feedforward neural networks
ESANN 2016 - European Symposium on Artificial Neural Networks
Internacional

Designing decision trees for representing sustainable behaviors in agents
13th Conference on Practical Applications of Agents and Multi-Agent Systems (PAAMS) 2015
Internacional

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

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

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
Internacional

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

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

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

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

Exact incremental learning for a single non-linear neuron based on Taylor expansion and Greville formula
CAEPIA 2013 - XV Congreso de la Asociación Española Para la Inteligencia Artificial
Internacional

A decision-making model for environmental behavior in agent-based modelling
International Work Conference on Artificial Neural Network (IWANN 2013)
Internacional

Scalable and efficient algorithms in machine learning for high-dimensional data
CAEPIA 2013 - XV Congreso de la Asociación Española Para la Inteligencia Artificial
Internacional

An ontology-based design for modelling case studies of everyday pro-environmental behaviour in the workplace
iEMSs 2012 - International Conference on Environmental Modeling and Software Managing Resources of a limited planet
Internacional

Deriving agents from questionnaire data. Developing decision trees from norms and behaviour
ESSA 2012 ¿ 8th Conference of the European Social Simulation Association
Internacional

One-class classi er based on Extreme Value Statistics
ESANN 2012 - European Simposium on Artificial Neural Networks (Core B)
Internacional

An agent-based prototype for enhancing sustainability behavior at an academic environment
Workshop on Agents and Multi-agent Systems for Enterprise Integration (Zoco 2012) in conjunction with the 10th International Conference on Practical Applications of Agents and Multi-Agent Systems (PAAMS)
Internacional

A multiclass classi er based on local modelling and Information Theoretic Learning
14th Conference of the Spanish Association for Artificial Intelligence (CAEPIA 2011)
Nacional

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)
Internacional

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
Internacional

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
Internacional

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

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
Internacional

A Supervised Learning Method for Neural Networks Based on Sensitivity Analysis
10th International Work-Conference on Artificial Neural Networks (IWANN2009)
Internacional

An Incremental Learning Method for Neural Networks Based on Sensitivity Analysis
CAEPIA-TTIA 2009, XIII Conferencia de la Asociación Española para la Inteligencia Artificial
Internacional

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

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

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

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.
Internacional

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.
Internacional

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
Nacional

Optimización del proceso de aprendizaje en Redes de Neuronas Artificiales
CAEPIA-TIIA 2007, XII Conferencia de la Asociación Española para la Inteligencia Artificial
Internacional

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

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
Nacional

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

A new initialization method for neural networks using sensitivity analysis
ICMSM 2006, International Conference on Mathematical and Statistical Modeling in Honor of Enrique Castillo
Internacional

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
Nacional

Experiencias en la implantación de la asignatura de Tecnología de Programación al IEES
JENUI 2006, XII Jornadas de Enseñanza Universitaria de la Informática
Nacional

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

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
Nacional

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

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

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

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

Self-Organizing Maps and Functional Networks for Local Dynamic Modeling
European Symposium on Artificial Neural Networks. ESANN2003
Internacional

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

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

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

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
Internacional

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