Publications

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2021

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

Approx-SMOTE: Fast SMOTE for Big Data on Apache Spark Journal Article

In: Neurocomputing, vol. 464, pp. 432-437, 2021, ISSN: 0925-2312.

Abstract | Links | BibTeX | Tags: Big data, Data Mining, imbalance, SMOTE, Spark

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

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

Experimental evaluation of ensemble classifiers for imbalance in Big Data Journal Article

In: Applied Soft Computing, vol. 108, no. 107447, 2021, ISSN: 1568-4946.

Abstract | Links | BibTeX | Tags: Big data, ensemble, imbalance, resampling, Spark, unbalance