Publications
2015 |
A multi-scale smoothing kernel for measuring time-series similarity (Journal Article) Neurocomputing, 167 , pp. 8-17, 2015. |
Local models regression trees for very short-term wind speed predictions (Journal Article) Renewable Energy, 81 , pp. 589-598, 2015. |
A comparison of machine learning regression techniques for LiDAR-derived estimation of forest variables (Journal Article) Neurocomputing, 167 , pp. 24-31, 2015. |
Data mining for predicting traffic congestion and its application to Spanish data (Conference) SOCO 10th International Conference on Soft Computing Models in Industrial and Environmental Applications, Advances in Intelligent Systems and Computing 2015. |
A Survey on Data Mining Techniques Applied To Electricity-Related Time Series Forecasting (Journal Article) Energies, 8 (11), pp. 13162-13193, 2015. |
2014 |
Mining 3D Patterns from Gene Expression Temporal Data: A New Tricluster Evaluation Measure (Journal Article) The Scientific World Journal, 2014 , pp. 1-16, 2014. |
LSL: A new measure to evaluate triclusters (Conference) 2014 IEEE International Conference on Bioinformatics and Biomedicine (BIBM), 2014. |
Forecasting hourly electricity load profile using neural networks (Conference) IJCNN International Joint Conference on Neural Networks, 2014. |
Discovery of patterns preceding earthquakes in Chilean time series (Conference) ITISE International Work-Conference on Time Series, 2014. |
2013 |
Combining Pattern Sequence Similarity with Neural Networks for Forecasting Electricity Demand Time Series (Conference) IJCNN International Joint Conference on Neural Networks, 2013. |
Minería de Datos para predecir retenciones en el punto kilométrico 12 de la SE-30 (Workshop) CAEPIA Multiconferencia de la Asociación Española para la Inteligencia Artificial (TAMIDA VI Simposio de Teoría y Aplicaciones de Minería de Datos), 2013. |
A comparative study of machine learning regression methods on LIDAR data: A case study (Conference) SOCO 9th International Conference on Soft Computing Models in Industrial and Environmental Applications, Advances in Intelligent Systems and Computing 2013. |
Determining the best set of seismicity indicators to predict earthquakes. Two case studies: Chile and the Iberian Peninsula (Journal Article) Knowledge-Based Systems, 50 , pp. 198-210, 2013. |
2012 |
A Kernel for Time Series Clasification. Application to Atmospheric Pollutants (Conference) SOCO 8th International Conference on Soft Computing Models in Industrial and Environmental Applications, Advances in Intelligent Systems and Computing 2012. |
2011 |
Revisiting the yeast cell cycle problem with the improved TriGen algorithm (Conference) 2011 Third World Congress on Nature and Biologically Inspired Computing, 2011. |
Unravelling the Yeast Cell Cycle Using the TriGen Algorithm (Conference) Advances in Artificial Intelligence, 2011. |
Energy Time Series Forecasting Based on Pattern Sequence Similarity (Journal Article) IEEE Transactions on Knowledge and Data Engineering, 23 (8), pp. 1230-1243, 2011. |
Discovery of Motifs for Forecast Outlier Occurrence in Time Series (Journal Article) Pattern Recognition Letters, (32), pp. 1652–1665, 2011. |
Outlier occurrence forecasting in time series (Conference) ICORS International Conference on Robust Statistics, 2011. |
Competición de Series Temporales: TAMIDA2010- SICO 2010 (Workshop) CAEPIA XIV Conferencia de la Asociación Española para la Inteligencia Artificial. I Workshop International on Time Series, 2011. |
Clustering Preprocessing to Improve Time Series Forecasting (Journal Article) AI Commun., 24 (1), pp. 97-98, 2011. |
Pattern recognition in biological time series (Conference) Conference of the Spanish Association for Artificial Intelligence (CAEPIA'11), Lecture Notes in Artificial Intelligence 2011. |
Using Remote Data Mining on LIDAR and Imagery Fusion Data to Develop Land Cover Maps (Conference) International Conference on Industrial, Engineering & Other Applications of Applied Intelligent Systems (IEA-AIE'10), Lecture Notes in Artificial Intelligence 2011. |
2010 |
Advanced time series forecasting using data mining techniques (Book) LAP Lambert, 2010, ISBN: 978-3-8433-6041-8. |
2009 |
Improving Time Series Forecasting by Discovering Frequent Episodes in Sequences (Conference) IDA Intelligent Data Analysis, Lecture Notes in Computer Science 2009. |
Reconocimiento de Patrones aplicado a la Predicción de Series Temporales (Workshop) CAEPIA XIII Conferencia de la Asociación Española para la Inteligencia Artificial. MINCODA I Workshop International on Mining of Non-Conventional Data, 2009. |
Sistema Inteligente para la Predicción de Series Temporales (Workshop) CAEPIA XIII Conferencia de la Asociación Española para la Inteligencia Artificial. MINCODA I Workshop International on Mining of Non-Conventional Data, 2009. |
Aprendizaje automático sobre datos LIDAR para monitorizar el avance urbano en medio natural (Workshop) Conference of the Spanish Association for Artificial Intelligence (CAEPIA'09), 2009. |
2008 |
Advanced Techniques Applied To Forecast Energy Time Series (Workshop) CLAIO XIV Latin Ibero-American Congress on Operations Research (I EUREKA Workshop on Knowledge Discovery, Knowledge Management and Decision Making), 2008. |
LBF: A Labeled-Based Forecasting Algorithm and its Application to Electricity Price Time Series (Conference) ICDM'08 IEEE International Conference on Data Mining, 2008. |
Remote Mining: from clustering to DTM (Conference) International Conference on LiDAR Applications in Forest Assessment and Inventory (SilviLaser'08), 2008. |
2007 |
Discovering Patterns in Electricity Price Using Clustering Techniques (Conference) ICREPQ International Conference on Renewable Energies and Power Quality, 2007. |
Técnicas Basadas en Vecinos Cercanos para la Predicción de los Precios de la Energía en el Mercado Eléctrico (Conference) CEDI II Congreso Español de Informática. SICO II Simposio de Inteligencia Computacional), 2007. |
Aplicación de Técnicas de Clustering a la Serie Temporal de los Precios de la Energía en el Mercado Eléctrico (Conference) CEDI II Congreso Español de Informática. TAMIDA V Taller Nacional de Minería de Datos y Aprendizaje, 2007. |
Electricity Market Price Forecasting Based on Weighted Nearest Neighbors Techniques (Journal Article) IEEE Transactions on Power Systems, 22 (3), pp. 1294-1301, 2007. |
Partitioning-Clustering Techniques Applied to the Electricity Price Time Series (Conference) IDEAL Intelligent Data Engineering and Automated Learning, Lecture Notes in Computer Science 2007. |
Técnicas de Aprendizaje no Supervisado Aplicadas a Series Temporales de Datos de Expresión Genética (Workshop) CAEPIA XII Conferencia de la Asociación Española para la Inteligencia Artificial. EvaBio I Workshop Español sobre Extracción y Validación de Conocimiento en Bases de Datos Biomédicas), 2007. |
2006 |
Advances in Optimization and Prediction Techniques: Real-World Applications (Journal Article) Artificial Intelligence Communications, 19 (3), pp. 295-297, 2006. |
2005 |
Predicción basada en Vecindad (Workshop) CEDI I Congreso Español de Informática. SICO I Simposio de Inteligencia Computacional), 2005. |
2004 |
Time-Series Prediction: Application to the Short-Term Electric Energy Demand (Book Chapter) Lecture Notes in Artificial Intelligence, 3040 , pp. 577-586, Springer-Verlag, 2004. |
2003 |
Influence of kNN-Based Load Forecasting Errors on Optimal Energy Production (Conference) EPIA Portuguese Conference on Artificial Intelligence, Lecture Notes in Artificial Intelligence 2003. |
Predicción de Series Temporales: Aplicación a la Demanda de Energía Eléctrica en el Corto Plazo (Conference) CAEPIA Conferencia de la Asociación Española para la Inteligencia Artificial, 2003. |
2002 |
Influence of ANN-Based Market Price Forecasting Uncertainty on Optimal Bidding (Conference) PSCC Power System Computation Conference, 2002. |
Predicción de Series Temporales Económicas: Aplicación a los Precios de la Energía en el Mercado Eléctrico Español (Workshop) IBERAMIA Iberoamerican Conference on Artificial Intelligence. Workshop Minería de Datos, 2002. |
A Comparison of Two Techniques for Next-Day Electricity Price Forecasting (Conference) IDEAL Intelligent Data Engineering and Automated Learning, Lecture Notes in Computer Science 2002. |
Electricity Market Price Forecasting: Neural Networks Versus Weighted-Distance k Nearest Neighbours (Conference) DEXA Database and Expert Systems Applications, Lecture Notes in Computer Science 2002. |