Publications

233 entries « 1 of 5 »

2020

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 (in press), 2020.

(Abstract | 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 (in press), 2020.

(Abstract | 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)

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.

(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)

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)

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

MV-kWNN: A novel multivariate and multi-output weighted nearest neighbors algorithm for big data time series forecasting (Journal Article)

Neurocomputing, 353 , pp. 56-73, 2019.

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

2018

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

Impact of Auto-evaluation Tests as Part of the Continuous Evaluation in Programming Courses (Conference)

ICEUTE 9th International Conference on European Transnational Education, 771 , Advances in Intelligent Systems and Computing 2018.

(Abstract | Links | BibTeX | Tags: education)

X. Shang and X. Li and A. Morales-Esteban and G. Asencio-Cortes and Z. Wang

Data field-based K-means clustering for spatio-temporal seismicity analysis and hazard assessment (Journal Article)

Remote Sensing, 10 (461), pp. 1-22, 2018, ISSN: 2072-4292.

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

G. Asencio-Cortes and A. Morales-Esteban and X. Shang and F. Martinez-Alvarez

Earthquake prediction in California using regression algorithms and cloud-based big data infrastructure (Journal Article)

Computers and Geosciences, (115), pp. 198-210, 2018, ISSN: 0098-3004.

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

A. Gomez-Losada and G. Asencio-Cortes and F. Martinez-Alvarez and J. C. Riquelme

A novel approach to forecast urban surface-level ozone considering heterogeneous locations and limited information (Journal Article)

Environmental Modelling and Software, (110), pp. 52-61, 2018, ISSN: 1364-8152.

(Links | BibTeX | Tags: time series)

N. Bokde and Marcus W. Beck and F. Martínez-Álvarez and K. Kulat

A novel imputation methodology for time series based on pattern sequence forecasting (Journal Article)

Pattern Recognition Letters, 116 , pp. 88-96, 2018.

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

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

A novel ensemble modeling 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, 2018.

(Abstract | Links | BibTeX | Tags: natural disasters)

K. Asim and A. Idris and T. Iqbal and F. Martínez-Álvarez

Earthquake prediction model using support vector regressor and hybrid neural networks (Journal Article)

PLOS ONE, 13 (7), pp. 1-22, 2018.

(Abstract | Links | BibTeX | Tags: )

K. Asim and A. Idris and T. Iqbal and F. Martínez-Álvarez

Seismic indicators based earthquake predictor system using Genetic Programming and AdaBoost classification (Journal Article)

Soil Dynamics and Earthquake Engineering, 111 , pp. 1-7, 2018.

(Abstract | Links | BibTeX | Tags: natural disasters)

J. L. Amaro-Mellado and A. Morales-Esteban and F. Martínez-Álvarez

Mapping of seismic parameters of the Iberian Peninsula by means of a geographic information system (Journal Article)

Central European Journal of Operations Research, 26 (3), pp. 739-758, 2018.

(Abstract | Links | BibTeX | Tags: natural disasters)

J. M. C. Estêvao and M. A. Ferreira and A. Morales-Esteban and F. Martínez-Álvarez and L. Sá and C. S. Oliveira

Earthquake Resilient Schools in Algarve (Portugal) and Huelva (Spain) (Conference)

European Conference on Earthquake Engineering (ECEE'18), 2018.

(Links | BibTeX | Tags: natural disasters)

F. Divina and A. Gilson and F. Goméz-Vela and M. García-Torres and J. F. Torres

Stacking ensemble learning for short-term electricity consumption forecasting (Journal Article)

Energies, 11 (4), pp. 949, 2018.

(Abstract | Links | BibTeX | Tags: )

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

Understanding a multivariate semi-metric in the search strategies for attributes subset selection (Conference)

Proceeding Series of the Brazilian Society of Computational and Applied Mathematics, 2018.

(Links | BibTeX | Tags: feature selection)

P. Manuel Martínez-García and M. García-Torres and F. Divina and F. Gómez-Vela and F. Cortés-Ledesma

Analysis of Relevance and Redundance on Topoisomerase 2b (TOP2B) Binding Sites: A Feature Selection Approach (Conference)

International Conference on the Applications of Evolutionary Computation, 2018.

(Links | BibTeX | Tags: bioinformatics)

D. Gutiérrez-Avilés and R. Giráldez and F. J. Gil-Cumbreras and C. Rubio-Escudero

TRIQ: a new method to evaluate triclusters (Journal Article)

BioData Mining, 11 (1), pp. 15, 2018.

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

A. Troncoso and P. Ribera and G. Asencio-Cortés and I. Vega and D. Gallego

Imbalanced classification techniques for monsoon forecasting based on a new climatic time series (Journal Article)

Environmental Modelling & Software, 106 (6), pp. 48-56, 2018.

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

233 entries « 1 of 5 »