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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 | Tags: Feature selection, High dimensional data, Machine learning, Unbalanced, Very low sample size, Wide data


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 | Tags: Big data, Ensemble learning, Machine learning, Random forest, Rotation forest, Spark

Cerro, Azahara; Romero, Pablo E.; Yiğit, Okan; Bustillo, Andrés

Use of machine learning algorithms for surface roughness prediction of printed parts in polyvinyl butyral via fused deposition modeling Journal Article

In: The International Journal of Advanced Manufacturing Technology, 2021, ISSN: 0268-3768.

Abstract | Links | BibTeX | Tags: 3d printing, Fused deposition modeling Fused filament fabrication, Machine learning, surface roughness, WEKA


Díez-Pastor, José Francisco; Latorre-Carmona, Pedro; Arnaiz-González, Álvar; Ruiz-Pérez, Javier; Zurro, Débora

“You Are Not My Type”: An Evaluation of Classification Methods for Automatic Phytolith Identification Journal Article

In: Microscopy and Microanalysis, vol. 26, pp. 1158-1167, 2020, ISSN: 1431-9276.

Abstract | Links | BibTeX | Tags: Feature extraction, Machine learning, Microfossils, Morphometry, Proxy

Bustillo, Andrés; Reis, Roberto; Machado, Alisson R.; Pimenov, Danil Yurievich

Improving the accuracy of machine-learning models with data from machine test repetitions Journal Article

In: Journal of Intelligent Manufacturing, 2020, ISSN: 0956-5515.

Abstract | Links | BibTeX | Tags: Artificial intelligence, Brandsma facing tests, Ensembles, Machine learning, Tool geometry, Turning


Gunn, Iain A D; Arnaiz-González, Álvar; Kuncheva, Ludmila I

A taxonomic look at instance-based stream classifiers Journal Article

In: Neurocomputing, vol. 286, pp. 167-178, 2018, ISSN: 0925-2312.

Abstract | Links | BibTeX | Tags: Concept drift, Instance selection, Machine learning, Prototype generation, Stream classification

Güemes-Peña, Diego; López-Nozal, Carlos; Marticorena-Sánchez, Raúl; Maudes-Raedo, Jesús

Emerging topics in mining software repositories Journal Article

In: Progress in Artificial Intelligence, pp. 1-11, 2018, ISSN: 2192-6360.

Abstract | Links | BibTeX | Tags: Data Mining, Machine learning, Software engineering, Software process, Software repository