Publications

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103 entries « 2 of 3 »

2016

R. Talavera-Llames and R. Pérez-Chacón and M. Martínez-Ballesteros and A. Troncoso and F. Martínez-Álvarez

A Nearest Neighbours - Based Algorithm for Big Time Series Data Forecasting (Conference)

HAIS 11th International Conference on Hybrid Artificial Intelligence Systems, Lecture Note in Computer Science 2016.

(Links | BibTeX | Tags: big data, energy, time series)

R. Pérez-Chacón and R. Talavera-Llames and F. Martínez-Álvarez and A. Troncoso

Finding Electric Energy Consumption Patterns in Big Time Series Data (Conference)

DCAI 13th International Conference on Distributed Computing and Artificial Intelligence, Advances in Intelligent Systems and Computing 2016.

(Links | BibTeX | Tags: big data, energy, time series)

F. J. Duque-Pintor and M. J. Fernández-Gómez and A. Troncoso and F. Martínez-Álvarez

A new methodology based on imbalanced classification for predicting outliers in electricity demand time series (Journal Article)

Energies, 9 (9), pp. 752, 2016.

(Abstract | Links | BibTeX | Tags: energy, time series)

G. Asencio-Cortés and E. Florido and A. Troncoso and F. Martínez-Álvarez

A novel methodology to predict urban traffic congestion with ensemble learning (Journal Article)

Soft Computing, 20 (11), pp. 4205-4216, 2016.

(Abstract | Links | BibTeX | Tags: time series)

N. Bokde and K. Kulat and M. Beck W and G. Asencio-Cortes

R package imputeTestbench to compare imputations methods for univariate time series (Journal Article)

R Journal, 2016, ISSN: 2073-4859.

(Abstract | BibTeX | Tags: time series)

G. Asencio-Cortes and F. Martinez-Alvarez and A. Morales-Esteban and J. Reyes

A sensitivity study of seismicity indicators in supervised learning to improve earthquake prediction (Journal Article)

Knowledge-Based Systems, (101), pp. 15-30, 2016, ISSN: 0950-7051.

(Abstract | Links | BibTeX | Tags: natural disasters, time series)

2015

D. Gutiérrez-Avilés and C. Rubio-Escudero

MSL: A Measure to Evaluate Three-dimensional Patterns in Gene Expression Data (Journal Article)

Evolutionary Bioinformatics, 11 , pp. 121—135, 2015.

(Abstract | Links | BibTeX | Tags: bioinformatics, time series)

A. Troncoso and M. Arias and J. C. Riquelme

A multi-scale smoothing kernel for measuring time-series similarity (Journal Article)

Neurocomputing, 167 , pp. 8-17, 2015.

(Abstract | Links | BibTeX | Tags: time series)

A. Troncoso and S. Salcedo-Sanz and C. Casanova-Mateo and J. C. Riquelme and L. Prieto

Local models regression trees for very short-term wind speed predictions (Journal Article)

Renewable Energy, 81 , pp. 589-598, 2015.

(Abstract | Links | BibTeX | Tags: energy, time series)

J. García-Gutierrez and F. Martínez-Álvarez and A. Troncoso and J. C. Riquelme

A comparison of machine learning regression techniques for LiDAR-derived estimation of forest variables (Journal Article)

Neurocomputing, 167 , pp. 24-31, 2015.

(Abstract | Links | BibTeX | Tags: time series)

E. Florido and O. Castaño and A. Troncoso and F. Martínez-Álvarez

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.

(Links | BibTeX | Tags: time series)

F. Martínez-Álvarez and A. Troncoso and G. Asencio-Cortés and J. C. Riquelme

A Survey on Data Mining Techniques Applied To Electricity-Related Time Series Forecasting (Journal Article)

Energies, 8 (11), pp. 13162-13193, 2015.

(Abstract | Links | BibTeX | Tags: energy, time series)

2014

D. Gutiérrez-Avilés and C. Rubio-Escudero

Mining 3D Patterns from Gene Expression Temporal Data: A New Tricluster Evaluation Measure (Journal Article)

The Scientific World Journal, 2014 , pp. 1-16, 2014.

(Abstract | Links | BibTeX | Tags: bioinformatics, time series)

D. Gutiérrez-Avilés and C. Rubio-Escudero

LSL: A new measure to evaluate triclusters (Conference)

2014 IEEE International Conference on Bioinformatics and Biomedicine (BIBM), 2014.

(Links | BibTeX | Tags: bioinformatics, time series)

M. Rana and I. Koprinska and A. Troncoso

Forecasting hourly electricity load profile using neural networks (Conference)

IJCNN International Joint Conference on Neural Networks, 2014.

(Links | BibTeX | Tags: energy, time series)

E. Florido and F. Martínez-Álvarez and J. L. Aznarte and A. Morales-Esteban and J. Reyes and A. Troncoso

Discovery of patterns preceding earthquakes in Chilean time series (Conference)

ITISE International Work-Conference on Time Series, 2014.

(BibTeX | Tags: natural disasters, time series)

2013

I. Koprinska and M. Rana and A. Troncoso and F. Martínez-Álvarez

Combining Pattern Sequence Similarity with Neural Networks for Forecasting Electricity Demand Time Series (Conference)

IJCNN International Joint Conference on Neural Networks, 2013.

(Links | BibTeX | Tags: energy, time series)

O. Castaño and F. Martínez-Álvarez and A. Troncoso and J. C. Riquelme

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.

(BibTeX | Tags: time series)

J. García-Gutierrez and F. Martínez-Álvarez and A. Troncoso and J. C. Riquelme

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.

(Links | BibTeX | Tags: time series)

F. Martínez-Álvarez and J. Reyes and A. Morales-Esteban and C. Rubio-Escudero

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.

(Abstract | Links | BibTeX | Tags: natural disasters, time series)

2012

M. Arias and A. Troncoso and J. C. Riquelme

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.

(Links | BibTeX | Tags: time series)

2011

D. Gutiérrez-Avilés and C. Rubio-Escudero and J. C. Riquelme

Revisiting the yeast cell cycle problem with the improved TriGen algorithm (Conference)

2011 Third World Congress on Nature and Biologically Inspired Computing, 2011.

(Links | BibTeX | Tags: bioinformatics, time series)

D. Gutiérrez-Avilés and C. Rubio-Escudero and J. C. Riquelme

Unravelling the Yeast Cell Cycle Using the TriGen Algorithm (Conference)

Advances in Artificial Intelligence, 2011.

(Links | BibTeX | Tags: bioinformatics, time series)

F. Martínez-Álvarez and A. Troncoso and J. C. Riquelme and J. S. Aguilar-Ruiz

Energy Time Series Forecasting Based on Pattern Sequence Similarity (Journal Article)

IEEE Transactions on Knowledge and Data Engineering, 23 (8), pp. 1230-1243, 2011.

(Abstract | Links | BibTeX | Tags: energy, time series)

F. Martínez-Álvarez and A. Troncoso and J. C. Riquelme and J. S. Aguilar-Ruiz

Discovery of Motifs for Forecast Outlier Occurrence in Time Series (Journal Article)

Pattern Recognition Letters, (32), pp. 1652–1665, 2011.

(Abstract | Links | BibTeX | Tags: energy, time series)

F. Martínez-Álvarez and A. Troncoso

Outlier occurrence forecasting in time series (Conference)

ICORS International Conference on Robust Statistics, 2011.

(BibTeX | Tags: time series)

L. J. Herrera and H. Pomares and I. Rojas and A. Troncoso

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.

(BibTeX | Tags: time series)

F. Martínez-Álvarez

Clustering Preprocessing to Improve Time Series Forecasting (Journal Article)

AI Commun., 24 (1), pp. 97-98, 2011.

(Abstract | Links | BibTeX | Tags: time series)

F. Gómez-Vela and F. Martínez-Álvarez and C. D. Barranco and N. Díaz-Díaz and D. S. Rodríguez-Baena and J. S. Aguilar-Ruiz

Pattern recognition in biological time series (Conference)

Conference of the Spanish Association for Artificial Intelligence (CAEPIA'11), Lecture Notes in Artificial Intelligence 2011.

(Links | BibTeX | Tags: bioinformatics, time series)

J. García-Gutiérrez and F. Martínez-Álvarez and J. C. Riquelme

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.

(Links | BibTeX | Tags: time series)

2010

F. Martínez-Álvarez

Advanced time series forecasting using data mining techniques (Book)

LAP Lambert, 2010, ISBN: 978-3-8433-6041-8.

(BibTeX | Tags: time series)

2009

F. Martínez-Álvarez and A. Troncoso and J. C. Riquelme

Improving Time Series Forecasting by Discovering Frequent Episodes in Sequences (Conference)

IDA Intelligent Data Analysis, Lecture Notes in Computer Science 2009.

(Links | BibTeX | Tags: energy, time series)

F. Martínez-Álvarez and A. Troncoso and J. C. Riquelme

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.

(BibTeX | Tags: energy, time series)

M. Fernández-Pajares and A. B. Sierra-Salmerón and H. Pomares and A. Troncoso

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.

(BibTeX | Tags: time series)

J. García-Gutiérrez and F. Martínez-Álvarez and J. C. Riquelme

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.

(BibTeX | Tags: time series)

2008

A. Troncoso and F. Martínez-Álvarez and J. C. Riquelme and J. S. Aguilar-Ruiz

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.

(BibTeX | Tags: energy, time series)

F. Martínez-Álvarez and A. Troncoso and J. C. Riquelme and J. S. Aguilar-Ruiz

LBF: A Labeled-Based Forecasting Algorithm and its Application to Electricity Price Time Series (Conference)

ICDM'08 IEEE International Conference on Data Mining, 2008.

(Links | BibTeX | Tags: energy, time series)

J. García-Gutiérrez and F. Martínez-Álvarez and D. Laguna-Ruiz and J. C. Riquelme

Remote Mining: from clustering to DTM (Conference)

International Conference on LiDAR Applications in Forest Assessment and Inventory (SilviLaser'08), 2008.

(BibTeX | Tags: time series)

2007

F. Martínez-Álvarez and A. Troncoso and J. C. Riquelme and J. M. Riquelme-Santos

Discovering Patterns in Electricity Price Using Clustering Techniques (Conference)

ICREPQ International Conference on Renewable Energies and Power Quality, 2007.

(BibTeX | Tags: energy, time series)

A. Troncoso and F. Martínez-Álvarez and J. C. Riquelme and J. M. Riquelme-Santos

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.

(BibTeX | Tags: energy, time series)

F. Martínez-Álvarez and A. Troncoso and J. C. Riquelme and J. M. Riquelme-Santos

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.

(BibTeX | Tags: energy, time series)

A. Troncoso and J. M. Riquelme-Santos and A. Gómez-Expósito and J. L. Martínez-Ramos and J. C. Riquelme

Electricity Market Price Forecasting Based on Weighted Nearest Neighbors Techniques (Journal Article)

IEEE Transactions on Power Systems, 22 (3), pp. 1294-1301, 2007.

(Abstract | Links | BibTeX | Tags: energy, time series)

F. Martínez-Álvarez and A. Troncoso and J. C. Riquelme and J. M. Riquelme-Santos

Partitioning-Clustering Techniques Applied to the Electricity Price Time Series (Conference)

IDEAL Intelligent Data Engineering and Automated Learning, Lecture Notes in Computer Science 2007.

(Links | BibTeX | Tags: energy, time series)

F. Martínez-Álvarez and D. Rodríguez-Baena and A. Troncoso and J. García-Gutierrez

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.

(BibTeX | Tags: bioinformatics, time series)

2006

A. Troncoso

Advances in Optimization and Prediction Techniques: Real-World Applications (Journal Article)

Artificial Intelligence Communications, 19 (3), pp. 295-297, 2006.

(Abstract | Links | BibTeX | Tags: energy, time series)

2005

A. Troncoso and J. C. Riquelme

Predicción basada en Vecindad (Workshop)

CEDI I Congreso Español de Informática. SICO I Simposio de Inteligencia Computacional), 2005.

(BibTeX | Tags: energy, time series)

2004

A. Troncoso and J. M. Riquelme-Santos and J. C. Riquelme and A. Gómez-Expósito and J. L. Martínez-Ramos

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.

(Links | BibTeX | Tags: energy, time series)

2003

A. Troncoso and J. M. Riquelme-Santos and J. C. Riquelme and A. Gómez-Expósito and J. L. Martínez-Ramos

Influence of kNN-Based Load Forecasting Errors on Optimal Energy Production (Conference)

EPIA Portuguese Conference on Artificial Intelligence, Lecture Notes in Artificial Intelligence 2003.

(Links | BibTeX | Tags: energy, time series)

A. Troncoso and J. M. Riquelme-Santos and J. C. Riquelme and J. L. Martínez-Ramos

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.

(BibTeX | Tags: energy, time series)

2002

J. L. Martínez-Ramos and A. Gómez-Expósito and J. M. Riquelme-Santos and A. Troncoso and A. R. Marulanda-Guerra

Influence of ANN-Based Market Price Forecasting Uncertainty on Optimal Bidding (Conference)

PSCC Power System Computation Conference, 2002.

(BibTeX | Tags: energy, time series)

103 entries « 2 of 3 »