Publications

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2022

A. M. Chacón-Maldonado and M. A. Molina and A. Troncoso and F. Martínez-Álvarez and G. Asencio-Cortés

Olive Phenology Forecasting Using Information Fusion-Based Imbalanced Preprocessing and Automated Deep Learning (Conference)

HAIS 17th International Conference on Hybrid Artificial Intelligence Systems, Lecture Notes in Computer Science 2022.

(Links | BibTeX | Tags: deep learning, pattern recognition, time series)

L. Melgar-García and D. Gutiérrez-Avilés and M. T. Godinho and R. Espada and I. S. Brito and F. Martínez-Álvarez and A. Troncoso and C. Rubio-Escudero

A new big data triclustering approach for extracting three-dimensional patterns in precision agriculture (Journal Article)

Neurocomputing, 500 , pp. 268-278, 2022.

(Abstract | Links | BibTeX | Tags: big data, pattern recognition)

E. T. Habtermariam and K. Kekeba and A. Troncoso and F. Martínez-Álvarez

A Cluster-Based Deep Learning Model for Energy Consumption Forecasting in Ethiopia (Conference)

SOCO 17th International Conference on Soft Computing Models in Industrial and Environmental Applications , 531 , Lecture Notes in Networks and Systems 2022.

(Links | BibTeX | Tags: deep learning, energy, pattern recognition, time series)

M.A. Castán-Lascorz and P. Jiménez-Herrera and A. Troncoso and G. Asencio-Cortés

A new hybrid method for predicting univariate and multivariate time series based on pattern forecasting (Journal Article)

Information Sciences, 586 , pp. 611–627, 2022.

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

2021

R. Scitovski and K. Sabo and F. Martínez-Álvarez and S. Ungar

Cluster analysis and applications (Book)

Springer, 2021, ISBN: 978-3-030-74551-6.

(Abstract | Links | BibTeX | Tags: pattern recognition)

A. Morales-Esteban and F. Martínez-Álvarez and S. Scitovski and R. Scitovski

Mahalanobis clustering for the determination of incidence-magnitude seismic parameters for the Iberian Peninsula and the Republic of Croatia (Journal Article)

Computers and Geosciences, 156 , pp. 104873, 2021.

(Abstract | Links | BibTeX | Tags: natural disasters, pattern recognition)

M. García-Torres and F. Gómez-Vela and F. Divina and D.P. Pinto-Roa and J.L. Vázquez Noguera and J.C. Román

Scatter search for high-dimensional feature selection using feature grouping (Conference)

GECCO Genetic and Evolutionary Computation Conference, 2021.

(Links | BibTeX | Tags: big data, feature selection, pattern recognition)

L. Melgar-García and D. Gutiérrez-Avilés and C. Rubio-Escudero and A. Troncoso

Discovering three-dimensional patterns in real-time from data streams: An online triclustering approach (Journal Article)

Information Sciences, 558 , pp. 174-193, 2021.

(Abstract | Links | BibTeX | Tags: big data, IoT, pattern recognition)

S.A. Grillo and J.C. Román and J.D. Mello-Román and J.L. Vázquez Noguera and M. García-Torres and F. Divina and P.E. Sotomayor

Adjacent Inputs With Different Labels and Hardness in Supervised Learning (Journal Article)

IEEE Access, pp. 162487–162498, 2021.

(Links | BibTeX | Tags: feature selection, pattern recognition)

R. Parra and V. Ojeda and J.L. Vázquez Noguera and M. García-Torres and J.C. Mello-Román and C. Villalba and J. Facon and F. Divina and O. Cardozo and V. Castillo

A Trust-Based Methodology to Evaluate Deep Learning Models for Automatic Diagnosis of Ocular Toxoplasmosis from Fundus Images (Journal Article)

Diagnostics, 11 (11), pp. 1951, 2021.

(Links | BibTeX | Tags: bioinformatics, deep learning, pattern recognition)

J. Ayala and M. García-Torres and J.L. Vázquez Noguera and F. Gómez-Vela and F. Divina

Technical analysis strategy optimization using a machine learning approach in stock market indices (Journal Article)

Knowledge-Based Systems, pp. 107119, 2021.

(Links | BibTeX | Tags: deep learning, pattern recognition)

A. Lopez-Fernandez and D. Rodriguez-Baena and F. Gomez-Vela and F. Divina and M. Garcia-Torres

A multi-GPU biclustering algorithm for binary datasets (Journal Article)

Journal of Parallel and Distributed Computing, 147 , pp. 209–219, 2021.

(Links | BibTeX | Tags: bioinformatics, pattern recognition)

2020

L. Melgar-García and M. T. Godinho and R. Espada and D. Gutiérrez-Avilés and I. S. Brito and F. Martínez-Álvarez and A. Troncoso and C. Rubio-Escudero

Discovering Spatio-Temporal Patterns in Precision Agriculture Based on Triclustering (Conference)

SOCO 15th International Conference on Soft Computing Models in Industrial and Environmental Applications, Advances in Intelligent Systems and Computing 2020.

(Links | BibTeX | Tags: IoT, pattern recognition)

C. Lezcano and J.L. Vázquez Noguera and D. P. Pinto-Roa and M. García-Torres and C. Gaona and P. E. Gardel-Sotomayor

A multi-objective approach for designing optimized operation sequence on binary image processing (Journal Article)

Heliyon, 6 (4), pp. e03670, 2020.

(Abstract | BibTeX | Tags: pattern recognition)

F. Daumas-Ladouce and M. García-Torres and J.L. Vázquez Noguera and D. P. Pinto-Roa and H. Legal-Alaya

Multi-Objective Pareto Histogram Equalization (Journal Article)

Electronic Notes in Theoretical Computer Science, 349 , pp. 3-23, 2020.

(Abstract | BibTeX | Tags: pattern recognition)

D. S. Rodríguez-Baena and F. Gómez-Vela and M. García-Torres and F. Divina and C. D. Barranco and N- Díaz-Díaz and M. Jimenez and G. Montalvo

Identifying livestock behavior patterns based on accelerometer dataset (Journal Article)

Journal of Computational Science, 41 , pp. 101076, 2020.

(Abstract | Links | BibTeX | Tags: pattern recognition)

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

A Preliminary Study on Deep Transfer Learning Applied to Image Classification for Small Datasets (Conference)

SOCO 15th International Conference on Soft Computing Models in Industrial and Environmental Applications, 1268 , Advances in Intelligent Systems and Computing 2020.

(Links | BibTeX | Tags: deep learning, pattern recognition, transfer learning)