◉ Selected publications


The following is a short list of selected publications, to see the full list, go to the Publications page.

2022

Ramos-Pérez, Ismael; Arnaiz-González, Álvar; Rodríguez, Juan José; García-Osorio, César

When is resampling beneficial for feature selection with imbalanced wide data? Journal Article

In: Expert Systems with Applications, vol. 188, pp. 116015, 2022, ISSN: 0957-4174.

Abstract | Links | BibTeX

Cruz, David Checa; Saucedo-Dorantes, Juan José; Ríos, Roque Alfredo Osorno; Antonio-Daviu, José Alfonso; Bustillo, Andrés

Virtual Reality Training Application for the Condition-Based Maintenance of Induction Motors Journal Article

In: Applied Sciences, vol. 12, no. 1, pp. 414, 2022, ISSN: 2076-3417.

Abstract | Links | BibTeX

2021

Juez-Gil, Mario; Arnaiz-González, Álvar; Rodríguez, Juan José; López-Nozal, Carlos; García-Osorio, César

Rotation Forest for Big Data Journal Article

In: Information Fusion, vol. 74, pp. 39-49, 2021, ISSN: 1566-2535.

Abstract | Links | BibTeX

Rodríguez, Juan José; Juez-Gil, Mario; López-Nozal, Carlos; Arnaiz-González, Álvar

Rotation Forest for multi-target regression Journal Article

In: International Journal of Machine Learning and Cybernetics, 2021, ISSN: 1868-808X.

Abstract | Links | BibTeX

Díez-Pastor, José Francisco; del Val, Alain Gil; Veiga, Fernando; Bustillo, Andrés

High-accuracy classification of thread quality in tapping processes with ensembles of classifiers for imbalanced learning Journal Article

In: Measurement, vol. 168, no. 108328, 2021, ISSN: 0263-2241.

Abstract | Links | BibTeX

2020

Juez-Gil, Mario; Saucedo-Dorantes, Juan José; Arnaiz-González, Álvar; López-Nozal, Carlos; García-Osorio, César; Lowe, David

Early and extremely early multi-label fault diagnosis in induction motors Journal Article

In: ISA Transactions, vol. 106, pp. 367-381, 2020, ISSN: 0019-0578.

Abstract | Links | BibTeX

Rodríguez, Juan José; Juez-Gil, Mario; Arnaiz-González, Álvar; Kuncheva, Ludmila I

An experimental evaluation of mixup regression forests Journal Article

In: Expert Systems with Applications, vol. 151, no. 113376, 2020, ISSN: 0957-4174.

Abstract | Links | BibTeX

Rodríguez, Juan José; Díez-Pastor, José Francisco; Arnaiz-González, Álvar; Kuncheva, Ludmila I

Random Balance ensembles for multiclass imbalance learning Journal Article

In: Knowledge-Based Systems, 2020, ISSN: 0950-7051.

Abstract | Links | BibTeX

2019

Checa, David; Bustillo, Andrés

A review of immersive virtual reality serious games to enhance learning and training Journal Article

In: Multimedia Tools and Applications, pp. 1-21, 2019, ISSN: 1380-7501.

Abstract | Links | BibTeX

Kordos, Mirosław; Arnaiz-González, Álvar; García-Osorio, César

Evolutionary prototype selection for multi-output regression Journal Article

In: Neurocomputing, vol. 358, pp. 309-320, 2019, ISSN: 0925-2312.

Abstract | Links | BibTeX

Faithfull, William J; Rodríguez, Juan José; Kuncheva, Ludmila I

Combining univariate approaches for ensemble change detection in multivariate data Journal Article

In: Information Fusion, vol. 45, pp. 202-214, 2019, ISSN: 1566-2535.

Abstract | Links | BibTeX

2018

Kuncheva, Ludmila I; Rodríguez, Juan José

On feature selection protocols for very low-sample-size data Journal Article

In: Pattern Recognition, vol. 81, pp. 660-673, 2018, ISSN: 0031-3203.

Abstract | Links | BibTeX

Arnaiz-González, Álvar; Díez-Pastor, José Francisco; Rodríguez, Juan José; García-Osorio, César

Local sets for multi-label instance selection Journal Article

In: Applied Soft Computing, vol. 68, pp. 651-666, 2018, ISSN: 1568-4946.

Abstract | Links | BibTeX

2017

Kuncheva, Ludmila I; Rodríguez, Juan José; Jackson, Aaron S

Restricted set classification: Who is there? Journal Article

In: Pattern Recognition, vol. 63, pp. 158-170, 2017, ISSN: 0031-3203.

Abstract | Links | BibTeX

Sáiz-Manzanares, María Consuelo; Marticorena-Sánchez, Raúl; García-Osorio, César; Díez-Pastor, José Francisco

How Do B-Learning and Learning Patterns Influence Learning Outcomes? Journal Article

In: Frontiers in Psychology, vol. 8, pp. 745, 2017, ISSN: 1664-1078.

Abstract | Links | BibTeX

2016

Arnaiz-González, Álvar; Blachnik, Marcin; Kordos, Mirosław; García-Osorio, César

Fusion of instance selection methods in regression tasks Journal Article

In: Information Fusion, vol. 30, pp. 69 - 79, 2016, ISSN: 1566-2535.

Abstract | Links | BibTeX

Arnaiz-González, Álvar; Díez-Pastor, José Francisco; Rodríguez, Juan José; García-Osorio, César

Instance selection of linear complexity for big data Journal Article

In: Knowledge-Based Systems, vol. 107, pp. 83–95, 2016, ISSN: 0950-7051.

Abstract | Links | BibTeX

2015

Díez-Pastor, José Francisco; Rodríguez, Juan José; García-Osorio, César; Kuncheva, Ludmila I

Random Balance: Ensembles of variable priors classifiers for imbalanced data Journal Article

In: Knowledge-Based Systems, vol. 85, pp. 96-111, 2015, ISSN: 0950-7051.

Abstract | Links | BibTeX

Díez-Pastor, José Francisco; Rodríguez, Juan José; García-Osorio, César; Kuncheva, Ludmila I

Diversity techniques improve the performance of the best imbalance learning ensembles Journal Article

In: Information Sciences, vol. 325, pp. 98 - 117, 2015, ISSN: 0020-0255.

Abstract | Links | BibTeX