Publications

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2022

F. Morales and M. García-Torres and G. Velázquez and F. Daumas-Ladouce and P. Gardel-Sotomayor and F. Gómez-Vela and F. Divina and J.L. Vázquez Noguera and C. Sauer Ayala and D. Pinto-Roa

Analysis of Electric Energy Consumption Profiles Using a Machine Learning Approach: A Paraguayan Case Study (Journal Article)

Electronics, 11 (2), pp. 267, 2022.

(Abstract | Links | BibTeX | Tags: clustering, energy, 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, in press , 2022.

(BibTeX | Tags: big data, clustering, pattern recognition)

2021

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)

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)

15th International Conference on Soft Computing Models in Industrial and Environmental Applications (SOCO 2020), Advances in Intelligent Systems and Computing 2021.

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

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)

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)

0000

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)

Proceedings of the Genetic and Evolutionary Computation Conference Companion, 0000.

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