Publications

249 entries « 1 of 5 »

2021

J. F. Torres and D. Hadjout and A. Sebaa and F. Martínez-Álvarez and A. Troncoso

Deep Learning for Time Series Forecasting: A Survey (Journal Article)

Big Data, in press , 2021.

(Abstract | Links | BibTeX | Tags: big data, deep learning, time series)

R. Mortazavi and S. Mortazavi and A. Troncoso

Wrapper-based feature selection using regression trees to predict intrinsic viscosity of polymer (Journal Article)

Engineering with Computers, in press , 2021.

(Abstract | Links | BibTeX | Tags: feature selection)

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, in press , 2021.

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

F. Martínez-Álvarez and A. Troncoso and H. Quintián and E. Corchado

Special Issue SOCO 2019: New trends in soft computing and its application in industrial and environmental problems (Journal Article)

Neurocomputing, in press , 2021.

(BibTeX | Tags: big data, deep learning)

2020

P. Jiménez-Herrera and L. Melgar-García and G. Asencio-Cortés and A. Troncoso

A New Forecasting Algorithm Based on Neighbors for Streaming Electricity Time Series (Conference)

HAIS 15th International Conference on Hybrid Artificial Intelligence Systems, Lecture Notes in Computer Science 2020.

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

Y. Lin and I. Koprinska and M. Rana and A. Troncoso

Solar Power Forecasting Based on Pattern Sequence Similarity and Meta-learning (Conference)

ICANN 29th International Conference on Artificial Neural Networks, Lecture Notes in Computer Science 2020.

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

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)

O. Mitxelena-Hoyos and J. L. Amaro-Mellado and F. Martínez-Álvarez

Use of IT in Project-Based Learning Applied to the Subject Surveying in Civil Engineering (Conference)

ICEUTE 11th International Conference on European Transnational Education, 1266 , Advances in Intelligent Systems and Computing 2020.

(Abstract | Links | BibTeX | Tags: education)

F. Divina and J. F. Torres and M. García-Torres and F. Martínez-Álvarez and A. Troncoso

Hybridizing deep learning and neuroevolution: Application to the Spanish short-term electric energy consumption forecasting (Journal Article)

Applied Sciences, 10 (16), pp. 5487, 2020.

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

F. Martínez-Álvarez and G. Asencio-Cortés and J. F. Torres and D. Gutiérrez-Avilés and L. Melgar-García and R. Pérez-Chacón and C. Rubio-Escudero and A. Troncoso and J. C. Riquelme

Coronavirus Optimization Algorithm: A bioinspired metaheuristic based on the COVID-19 propagation model (Journal Article)

Big Data, 8 (4), pp. 308-322, 2020.

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

R. Pérez-Chacón and G. Asencio-Cortés and F. Martínez-Álvarez and A. Troncoso

Big data time series forecasting based on pattern sequence similarity and its application to the electricity demand (Journal Article)

Information Sciences, 540 , pp. 160-174, 2020.

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

M. Nazeriye and A. Haeri and F. Martínez-Álvarez

Analysis of the Impact of Residential Property and Equipment on Building Energy Efficiency and Consumption - A Data Mining Approach (Journal Article)

Applied Sciences, 10 (10), pp. 3589, 2020.

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

A. M. Fernández and D. Gutiérrez-Avilés and A. Troncoso and F. Martínez-Álvarez

Automated Deployment of a Spark Cluster with Machine Learning Algorithm Integration (Journal Article)

Big Data Research, 19-20 , pp. 100135, 2020.

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

G. Santamaría-Bonfil and M. B. Ibáñez and M. Pérez-Ramírez and G. Arroyo-Figueroa and F. Martínez-Álvarez

Learning analytics for student modeling in virtual reality training systems: Lineworkers case (Journal Article)

Computers and Education, 151 , pp. 103871, 2020.

(Abstract | Links | BibTeX | Tags: education)

K. Asim and E Elawadi and F. Martínez-Álvarez and I. A. Niaz and S. R. M. Sayed and T. Iqbal

Seismicity Analysis and Machine Learning Models for Short-Term Low Magnitude (Journal Article)

Soil Dynamics and Earthquake Engineering, 130 , pp. id105932, 2020.

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

F. Moleshi and A. Haeri and F. Martínez-Álvarez

A novel hybrid GA–PSO framework for mining quantitative association rules (Journal Article)

Soft Computing, 24 (6), pp. 4645-4666, 2020.

(Abstract | Links | BibTeX | Tags: association rules)

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

High-content screening images streaming analysis using the STriGen methodology (Conference)

SAC 35th Annual ACM Symposium on Applied Computing, 2020.

(Links | BibTeX | Tags: bioinformatics)

F. Martínez-Álvarez and A. Troncoso and H. Quintián and E. Corchado

Special issue: HAIS16-IGPL (Journal Article)

Logic Journal of the IGPL, 28 (1), pp. 1-3, 2020.

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

D. T. Bui and N.-D. Hoang and F. Martínez-Álvarez and P.-T. T. Ngo and P. V. Hoa and T. D. Pham and P. Samui and R. Costache

A novel deep learning neural network approach for predicting flash flood susceptibility: A case study at a high frequency tropical storm area (Journal Article)

Science of the Total Environment, 701 , pp. id134413, 2020.

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

D. Guijo-Rubio and A. M. Durán-Rosal and P. A. Gutiérrez and A. Troncoso and C. Hervás-Martínez

Time series clustering based on segment typologies extraction (Journal Article)

IEEE Transactions on Cybernetics, 2020.

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

F. Martínez-Álvarez and D. T. Bui

Advanced Machine Learning and Big Data Analytics in Remote Sensing for Natural Hazards Management (Editorial) (Journal Article)

Remote Sensing, 12 (2), pp. 301, 2020, ISSN: 2072-4292.

(Abstract | Links | BibTeX | Tags: big data, natural disasters)

Ó. Trull and J.C. García-Díaz and A. Troncoso

Initialization methods for multiple seasonal Holt–Winters forecasting models (Journal Article)

Mathematics, 8 (2), pp. 268, 2020.

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

C. Moreno-Carmona and J. M. Feria-Domínguez and A. Troncoso

Applying the Open Government Principles to the University’s Strategic Planning: A Sound Practice (Journal Article)

Sustainability, 12 (5), pp. 1826, 2020.

(Links | BibTeX | Tags: education)

Óscar Trull and J. Carlos García-Díaz and A. Troncoso

Stability of Multiple Seasonal Holt-Winters Models Applied to Hourly Electricity Demand in Spain (Journal Article)

Applied Sciences, 10 (7), pp. 2630, 2020.

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

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. M. Delgado-Chaves and F. Gómez-Vela and F. Divina and M. García-Torres and D. S. Rodríguez-Baena

Computational Analysis of the Global Effects of Ly6E in the Immune Response to Coronavirus Infection Using Gene Networks (Journal Article)

Genes, 11 (7), pp. 831-864, 2020.

(Abstract | BibTeX | Tags: bioinformatics)

F. Daumas-Ladouce and M. García-Torres and J. Luis 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)

T. Vanhaeren and F. Divina and M. García-Torres and F. Gómez-Vela and W. Vanhoof and P. M. Martínez-García

A Comparative Study of Supervised Machine Learning Algorithms for the Prediction of Long-Range Chromatin Interactions (Journal Article)

Genes, 11 (9), pp. 985, 2020.

(Abstract | BibTeX | Tags: bioinformatics)

A. López-Fernández and D. Rodriguez-Baena and F. Gómez-Vela and F. Divina and M. García-Torres

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

Journal of Parallel and Distributed Computing, 147 , pp. 209-219, 2020.

(Abstract | BibTeX | Tags: big data)

2019

C. Gómez-Quiles and G. Asencio-Cortés and A. Gastalver-Rubio and F. Martínez-Álvarez and A. Troncoso and J. Manresa and J. C. Riquelme and J. M. Riquelme

A novel ensemble method for electric vehicle power consumption forecasting: application to the Spanish system (Journal Article)

IEEE Access, 7 , pp. 120840-120856, 2019.

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

F. Martínez-Álvarez and A. Morales-Esteban

Big data and natural disasters: New approaches for temporal and spatial massive data analysis (Editorial) (Journal Article)

Computers and Geosciences, 129 , pp. 38-39, 2019.

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

C. Rubio-Escudero and F. Martínez-Álvarez and E. Atencia and A. Troncoso

Deployment of an internal quality assurance system at Pablo de Olavide University of Seville: improving students skills (Conference)

ICEUTE 10th International Conference on European Transnational Education, 951 , Advances in Intelligent Systems and Computing 2019.

(Links | BibTeX | Tags: education)

J. L. Amaro-Mellado and D. Antón and M. Pérez-Suárez and F. Martínez-Álvarez

Game-based Student Response System applied to a multidisciplinary teaching context (Conference)

ICEUTE 10th International Conference on European Transnational Education, 951 , Advances in Intelligent Systems and Computing 2019.

(Links | BibTeX | Tags: education)

J. F. Torres and D. Gutiérrez-Avilés and A. Troncoso and F. Martínez-Álvarez

Random Hyper-Parameter Search-Based Deep Neural Network for Power Consumption Forecasting (Conference)

IWANN 15th International Work-Conference on Artificial Neural Networks, 11506 , Lecture Notes in Computer Science 2019.

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

J. F. Torres and A. Troncoso and I. Koprinska and Z. Wang and F. Martínez-Álvarez

Big data solar power forecasting based on deep learning and multiple data sources (Journal Article)

Expert Systems, 36 , pp. id12394, 2019.

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

F. Martinez-Alvarez and A. Schmutz and G. Asencio-Cortes and J. Jacques

A Novel Hybrid Algorithm to Forecast Functional Time Series Based on Pattern Sequence Similarity with Application to Electricity Demand (Journal Article)

Energies, 12 (94), pp. 1-18, 2019, ISSN: 1996-1073.

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

Y. Lin and I. Koprinska and M. Rana and A. Troncoso

Pattern Sequence Neural Network for Solar Power Forecasting (Conference)

ICONIP 26th International Conference on Neural Information Processing, 2019.

(BibTeX | Tags: energy, time series)

Ó. Trull and J. C. García-Díaz and A. Troncoso

Application of Discrete-Interval Moving Seasonalities to Spanish Electricity Demand Forecasting during Easter (Journal Article)

Energies, 12 (6), pp. 1083, 2019.

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

A. M. Fernández and D. Gutiérrez-Avilés and A. Troncoso and F. Martínez-Álvarez

Real-Time Big Data Analytics in Smart Cities from LoRa-based IoT Networks (Conference)

SOCO 14th International Conference on Soft Computing Models in Industrial and Environmental Applications, Advances in Intelligent Systems and Computing 2019.

(Links | BibTeX | Tags: big data, IoT)

F. Martínez-Álvarez and A. Troncoso and H. Quintián and E. Corchado

Special issue on Hybrid Artificial Intelligence Systems from HAIS 2016 Conference (Journal Article)

Neurocomputing, 353 , pp. 1-2, 2019.

(Links | BibTeX | Tags: )

F. M Delgado-Chaves and F. Gómez-Vela and M. García-Torres and F. Divina and J. Luis Vázquez Noguera

Computational Inference of Gene Co-Expression Networks for the identification of Lung Carcinoma Biomarkers: An Ensemble Approach (Journal Article)

Genes, 10 (12), pp. 962, 2019.

(Abstract | Links | BibTeX | Tags: bioinformatics)

F. Gómez-Vela and F. M Delgado-Chaves and D.S. Rodríguez-Baena and M. García-Torres and F. Divina

Ensemble and Greedy Approach for the Reconstruction of Large Gene Co-Expression Networks (Journal Article)

Entropy, 21 (12), pp. 1139, 2019.

(Abstract | Links | BibTeX | Tags: bioinformatics)

G. Sosa-Cabrera and M. García-Torres and S. Gómez-Guerrero and C.E. Schaerer and F. Divina

A multivariate approach to the symmetrical uncertainty measure: Application to feature selection problem (Journal Article)

Information Sciences, 494 , pp. 1–20, 2019.

(Abstract | Links | BibTeX | Tags: feature selection)

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

A Comparative Study of Time Series Forecasting Methods for Short Term Electric Energy Consumption Prediction in Smart Buildings (Journal Article)

Applied Sciences, 12 (10), pp. 1934, 2019.

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

E.L. Mangas and A. Rubio and R. Álvarez-Marín and G. Labrador-Herrera and J. Pachón and M. Eugenia Pachón-Ibáñez and F. Divina and A.J. Pérez-Pulido

Pangenome of Acinetobacter baumannii uncovers two groups of genomes, one of them with genes involved in CRISPR/Cas defence systems associated with the absence of plasmids and exclusive genes for biofilm formation (Journal Article)

Microbial Genomics, pp. mgen000309, 2019.

(Abstract | Links | BibTeX | Tags: bioinformatics)

V.E. Jiménez Chaves and M. García-Torres and J. Luis Vázquez Noguera and C.D. Cabrera Oviedo and A.P. Riego Esteche and F. Divina and M. Marrufo-Vázquez

Analysis of Teacher Training in Mathematics in Paraguay’s Elementary Education System Using Machine Learning Techniques (Conference)

International Joint Conference: 12th International Conference on Computational Intelligence in Security for Information Systems (CISIS 2019) and 10th International Conference on EUropean Transnational Education (ICEUTE 2019), 2019.

(Links | BibTeX | Tags: education)

M. García-Torres and D. Becerra-Alonso and F. A Gómez-Vela and F. Divina and I. López Cobo and F. Martínez-Álvarez

Analysis of Student Achievement Scores: A Machine Learning Approach (Conference)

ICEUTE 10th International Conference on EUropean Transnational Education, Advances in Intelligent Systems and Computing 2019.

(Links | BibTeX | Tags: education)

M. S. Tehrany and S. Jones and F. Shabani and F. Martínez-Álvarez and D. T. Bui

A Novel Ensemble Modelling Approach for the Spatial Prediction of Tropical Forest Fire Susceptibility Using Logitboost Machine Learning Classifier and Multi-source Geospatial Data (Journal Article)

Theoretical and Applied Climatology, 137 , pp. 637-653, 2019.

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

A. Galicia and R. Talavera-Llames and A. Troncoso and I. Koprinska and F. Martínez-Álvarez

Multi-step forecasting for big data time series based on ensemble learning (Journal Article)

Knowledge Based-Systems, 163 , pp. 830-841, 2019.

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

249 entries « 1 of 5 »