sample of publications

• articles 

  • Stress Detection Using Frequency Spectrum Analysis of Wrist-Measured Electrodermal Activity.  SENSORS.  23. 2023
  • Evolving Gaussian on-line clustering in social network analysis.  EXPERT SYSTEMS WITH APPLICATIONS.  207:1-8. 2022
  • Methods, data sources and applications of the Artificial Intelligence in the Energy Poverty context: A review.  ENERGY AND BUILDINGS.  268:0-13. 2022
  • Driver Drowsiness Detection by Applying Deep Learning Techniques to Sequences of Images.  Applied Sciences-Basel.  12:1145-1170. 2022
  • IoT for Global Development to Achieve the United Nations Sustainable Development Goals: The New Scenario After the COVID-19 Pandemic.  IEEE Access.  9:124711-124726. 2021
  • Impact of the learners diversity and combination method on the generation of heterogeneous classifier ensembles.  APPLIED SOFT COMPUTING.  111:1-17. 2021
  • Implementing a Gaze Tracking Algorithm for Improving Advanced Driver Assistance Systems.  Electronics.  10:1-21. 2021
  • An empirical assessment of deep learning approaches to task-oriented dialog management.  NEUROCOMPUTING.  439:327-339. 2021
  • Explaining Deep Learning-Based Driver Models.  Applied Sciences-Basel.  11:1-28. 2021
  • Peripheral Diagnosis for Propagated Network Faults.  Journal of Network and Systems Management.  29:1-23. 2021
  • Adaptive dialogue management using intent clustering and fuzzy rules.  EXPERT SYSTEMS.  38:1-15. 2021
  • CCE: An ensemble architecture based on coupled ANN for solving multiclass problems.  Information Fusion.  58:132-152. 2020
  • A data-driven approach to spoken dialog segmentation.  NEUROCOMPUTING.  391:292-304. 2020
  • A multimodal conversational coach for active ageing based on sentient computing and m-health.  EXPERT SYSTEMS.  37:1-19. 2020
  • Developing enhanced conversational agents for social virtual worlds.  NEUROCOMPUTING.  354:27-40. 2019
  • Evolving fuzzy and neuro-fuzzy approaches in clustering, regression, identification, and classification: A Survey.  INFORMATION SCIENCES.  490:344-368. 2019
  • Evolving cloud-based system for the recognition of drivers' actions.  EXPERT SYSTEMS WITH APPLICATIONS.  99:231-238. 2018
  • Fault Detection and Identification Methodology Under an Incremental Learning Framework Applied to Industrial Machinery.  IEEE Access.  6:49755-49766. 2018
  • Real-Time Recognition of Calling Pattern and Behaviour of Mobile Phone Users through Anomaly Detection and Dynamically-Evolving Clustering.  Applied Sciences-Basel.  7. 2017
  • Integration of context-aware conversational interfaces to develop practical applications for mobile devices.  Journal of Ambient Intelligence and Smart Environments.  9:561-577. 2017
  • Cybernetics of the Mind: Learning Individual's Perceptions Autonomously.  IEEE Systems, Man, and Cybernetics Magazine.  3:6-17. 2017
  • Web news mining in an evolving framework.  Information Fusion.  28:90-98. 2016
  • A Two-Stage Combining Classifier Model for the Development of Adaptive Dialog Systems.  International Journal of Neural Systems.  26:1-23. 2016
  • An ensemble approach of dual base learners for multi-class classification problems.  Information Fusion.  24:122-136. 2015
  • Generating ensembles of heterogeneous classifiers using Stacked Generalization.  Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery.  5:21-34. 2015
  • Sensor-based Bayesian detection of anomalous living patterns in a home setting.  Personal and Ubiquitous Computing.  19:259-270. 2015
  • Combining additive input noise annealing and pattern transformations for improved handwritten character recognition.  EXPERT SYSTEMS WITH APPLICATIONS.  41:8180-8188. 2014
  • Evolving classification of UNIX users' behaviors.  Evolving Systems.  5:231-238. 2014
  • Desarrollo de portales de voz municipales interactivos y adaptados al usuario = Development of interactive and user-centered voice portals to provide municipal information.  Procesamiento del Lenguaje Natural.  53:185-188. 2014
  • In-Home Activity Recognition: Bayesian Inference for Hidden Markov Models.  IEEE PERVASIVE COMPUTING.  13:67-75. 2014
  • Utilización de las tecnologías del habla y de los mundos virtuales para el desarrollo de aplicaciones educativas = Using language technologies and virtual worlds to develop educative applications.  Procesamiento del Lenguaje Natural.  53:167-170. 2014
  • Predicting Protein Relationships to Human Pathways through a Relational Learning Approach Based on Simple Sequence Features.  IEEE-ACM Transactions on Computational Biology and Bioinformatics.  11:753-765. 2014
  • Developing multimodal conversational agents for an enhanced e-learning experience.  Advances in Distributed Computing and Artificial Intelligence Journal.  3:13-26. 2014
  • Hacia una educación inclusiva y personalizada mediante el uso de los sistemas de diálogo multimodal.  Revista Iberoamericana de Informática Educativa.  11-27. 2013
  • Time series forecasting using a weighted cross-validation evolutionary artificial neural network ensemble.  NEUROCOMPUTING.  109:27-32. 2013
  • Activity Recognition Using Hybrid Generative/Discriminative Models on Home Environments Using Binary Sensors.  SENSORS.  13:5460-5477. 2013
  • Online activity recognition using evolving classifiers.  EXPERT SYSTEMS WITH APPLICATIONS.  40:1248-1255. 2013
  • Time series forecasting by evolving artificial neural networks with genetic algorithms, differential evolution and estimation of distribution algorithm.  NEURAL COMPUTING & APPLICATIONS.  22:11-20. 2013
  • A Proposal to Create Learning Environments in Virtual Worlds Integrating Advanced Educative Resources.  JOURNAL OF UNIVERSAL COMPUTER SCIENCE.  18:2516-2541. 2012
  • Creating Evolving User Behavior Profiles Automatically.  IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING.  24:854-867. 2012
  • Time Series Forecasting. A Comparative Study Between an Evolving Artificial Neural Networks System and Statistical Methods.  International Journal on Artificial Intelligence Tools.  21. 2012
  • Simulating Visual Qualia in the CERA-CRANIUM Cognitive Architecture.  Advances in Experimental Medicine and Biology.  718:223-238. 2011
  • A Plan Classifier based on Chi-Square Distribution Tests.  Intelligent Data Analysis.  15:131-149. 2011
  • The Cognitive Development of Machine Consciousness Implementations.  Machine consciousness technical journal.  2:213-225. 2010
  • A New Artificial Neural Network Ensemble Based on Feature Selection and Class Recoding.  NEURAL COMPUTING & APPLICATIONS.  2010
  • Evolving Classification of Agents' Behaviours: A General Approach. Evolving Systems.  Evolving Systems.  1:161-171. 2010
  • Human Activity Recognition based on Envolving Fuzzy Systems.  International Journal of Neural Systems.  20:355-364. 2010
  • ConsScale: A Pragmatic Scale for Measuring the Level of Consciousness in Artificial Agents.  JOURNAL OF CONSCIOUSNESS STUDIES.  17:131-164. 2010
  • GA-Stacking: Evolutionary Stacked Generalization.  Intelligent Data Analysis.  14:89-119. 2010
  • Strategies for Measuring Machine Consciousness.  Machine consciousness technical journal.  1:193-201. 2009
  • Predicting the Outcome of Patients With Subarachnoid Hemorrhage Using Machine Learning Techniques.  IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE.  13:794-801. 2009
  • CAOS Coach 2006 Simulation Team: An Opponent Modelling Approach.  COMPUTING AND INFORMATICS.  28:57-80. 2009
  • OMBO: An opponent Modeling Approach.  AI COMMUNICATIONS.  22:21-35. 2009
  • A Cognitive Approach to Multimodal Attention.  Journal of Physical Agents.  3:53-64. 2009
  • Integrated Attention for Cognitive Robotics.  Communications of SIWN .  5:1-5. 2008
  • Using Well-Known Techniques for Classifying User Behavior Profiles.  Communications of SIWN .  5:18-22. 2008

• book chapters 

  • Input Transformation and Output Combination for Improved Handwritten Digit Recognition. In: Artificial Neural Networks : Methods and Applications in Bio-/Neuroinformatics.  SPRINGER. 435-443. 2015
  • Towards the Use of Dialog Systems to Facilitate Inclusive Education. In: Technologies for Inclusive Education: Beyond Traditional Integration Approaches.  IGI GLOBAL. 1-21. 2013
  • A Machine Consciousness Approach to the Design of Human-Like Bots. In: Believable Bots: Can Computers Play Like People?.  SPRINGER. 171-191. 2012
  • ConsScale FPS: Cognitive Integration for Improved Believability in Computer Game Bots. In: Believable Bots: Can Computers Play Like People?.  SPRINGER. 193-214. 2012
  • Towards Imitation of Human Driving Style in Car Racing Games. In: Believable Bots: Can Computers Play Like People?.  SPRINGER. 298-313. 2012
  • Ensemble of ANN for Traffic Sign Recognition [Chapter 85]. In: Encyclopedia of Artificial Intelligence.  IGI GLOBAL. 554-560. 2009

• conference contributions 

  • Generation and Evaluation of Medical Images Based on Diffusion Models 2024
  • Diseño de una herramienta para la gestión de un servicio de transporte de emergencias utilizando las APIs de Google Maps.  380-389. 2023
  • Sistema de detección de fatiga basado en deep learning y lógica difusa.  875-880. 2021
  • A Novel Evolving Ensemble Approach Based on Bootstrapping and Dynamic Selection of Diverse Learners.  1-8. 2020
  • Detection of driver maneuvers using evolving fuzzy cloud-based system.  700-706. 2020
  • Fuzzy Alarm System based on Human-centered Approach.  448-455. 2020
  • Prediction of patient evolution in terms of Clinical Risk Groups form routinely collected data using machine learning.  1721-1724. 2019
  • Advanced Driver's Alarms System through Multi-agent Paradigm Driver's Driver"s Driver´s.  269-275. 2018
  • Measuring Diversity and Accuracy in ANN Ensembles.  108-117. 2018
  • Opponent Modeling in RoboCup Soccer Simulation.  303-316. 2018
  • A Data-Driven Approach to Dialog Structure Modeling.  266-275. 2017
  • A Proposal to Enhance Human-Machine Interaction by
    Means of Multi-agent Conversational Interfaces.  565-576. 2017
  • A Proposal to Integrate Conversational Interfaces in Mobile Learning Applications.  695-705. 2017
  • Evolving Cauchy possibilistic
    clustering based on cosine similarity for monitoring cyber systems.  1-5. 2017
  • FRB-Dialog: A Toolkit for Automatic Learning of
    Fuzzy-Rule Based (FRB) Dialog Managers.  306-317. 2017
  • Forecasting Univariate Time Series by
    Input Transformation and Selection of the Suitable Model.  210-221. 2017
  • Intelligent agents for supporting driving tasks: an ontology-based alarms system.  165-172. 2017
  • Monitoring of vulcano Puracé through seismic signals: Description of a real dataset 2017
  • Time Series Forecasting applying Data Transformation and Neural Networks Ensemble.  820-828. 2017
  • Autonomous Data Density based clustering method.  2405-2413. 2016
  • Forecasting Time Series by an Ensemble of Artificial Neural Networks based on transforming the Time Series.  1769-4774. 2016
  • Parallel Computing TEDA for High Frequency Streaming Data Clustering.  238-253. 2016
  • Sequential classifiers for network intrusion detection based on data selection process.  1827-1832. 2016
  • Social network analysis: Evolving Twitter mining.  1809-1814. 2016
  • A Multimodal Conversational Agent for Personalized Language Learning.  13-21. 2014
  • A Practical Application of Evolving Fuzzy-Rule-Based Classifiers for the Development of Spoken Dialog Systems.  307-316. 2014
  • A dialog management methodology based on evolving Fuzzy-rule-based (FRB) classifiers.  1-8. 2014
  • Agent-based framework for Advanced Driver Assistance Systems in urban environments.  1-8. 2014
  • An ensemble method based on evolving classifiers: eStacking.  121-131. 2014
  • CCE: An Approach to Improve the Accuracy in Ensembles by Using Diverse Base Learners.  630-641. 2014
  • Developing multimodal conversational agents: from the use of VoiceXML to Android-based applications.  335-338. 2014
  • Domain and subtask-adaptive conversational agents to provide an enhanced human-agent interaction.  134-145. 2014
  • Giving Voice to the Internet by Means of Conversational Agents.  441-448. 2014
  • Influence of the data codification when applying evolving classifiers to develop spoken dialog systems.  58-64. 2014
  • News Mining Using Evolving Fuzzy Systems.  327-335. 2014
  • Simul-A2: Agent-based simulator for evaluate ADA systems.  1-7. 2014
  • The Geranium System: Multimodal Conversational Agents for E-learning.  219-226. 2014
  • Time series forecasting using Artificial Neural Networks vs. evolving models.  1-8. 2014
  • Ensemble method based on individual evolving classifiers.  56-61. 2013
  • Evolving Systems for Computer User Behavior Classification.  78-83. 2013
  • Handwritten Digit Recognition with Pattern Transformations and Neural Network Averaging.  335-342. 2013
  • A Hybrid HMM/ANN Model for Activity Recognition in the Home using Binary Sensors.  98-105. 2012
  • CC-Bot: A Believable Video Game Bot based on Machine Consciousness 2012
  • Evolving Activity Recognition from Sensor Streams.  96-101. 2012
  • Interactive and User-Adapted Voice Portals for the City Council.  395-399. 2012
  • Modeling a Spoken Dialog System using POMDPs and Agenda-based User Simulation.  183-192. 2012
  • Offline and Online Activity Recognition on Mobile Devices using Accelerometer Data.  208-215. 2012
  • Parallelization of an Evolving Artificial Neural Networks System to Forecast Time Series using OPENMP and MPI.  186-191. 2012
  • Relational Learning-based Extension for Reactome Pathways with Sequence Features and Interactions.  39. 2012
  • The MovieScript System: Integration of Statistical Methodologies and the VoiceXML Standard to Develop Spoken Dialog Systems.  400-404. 2012
  • Evolving Human Activity Classifier from Sensor Streams.  139-146. 2011
  • Evolving Sparsely Connected Neural Networks for Multi-Step Ahead Forecasting.  219-220. 2011
  • Evolving Time-Lagged Feedforward Neural Networks for Time Series Forecasting.  163-164. 2011
  • Model of Emotions and Personality in a Machine Consciousness Architecture 2011
  • Towards Gaze-Controlled Platform Games.  47-54. 2011
  • Weighted Cross-Validation Evolving Artificial Neural Networks to Forecast Time Series.  147-154. 2011
  • A Multimodal Attention Mechanism for Autonomous Mobile Robotics 2008
  • ADANN: Automatic Design of Artificial Neural Networks.  1863-1870. 2008
  • An Efficient Behavior Classifier based on Distributions of Relevant Events.  825-827. 2008
  • Classifying Efficiently the Behavior of a Soccer Team.  316-323. 2008
  • ConsScale: A Plausible Test for Machine Consciousness?.  49-57. 2008
  • Criteria for Consciousness in Artificial Intelligent Agents.  57-64. 2008
  • Genetic Approach for Optimizing Ensembles of Classifiers 2008
  • Genetic Programming for Predicting Protein Networks.  432-441. 2008
  • Protein-Protein Functional Association Prediction Using Genetic Programming 2008