Publications

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2018

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, 68 , pp. 651-666, 2018, ISSN: 1568-4946.

Abstract | Links | BibTeX | Tags: Data reduction, Instance selection, Local set, Multi-label classification, Nearest neighbor

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

A taxonomic look at instance-based stream classifiers Journal Article

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

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

2016

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

Fusion of instance selection methods in regression tasks Journal Article

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

Abstract | Links | BibTeX | Tags: Data Mining, Ensemble methods, Instance selection, Regression

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

Instance selection for regression by discretization Journal Article

In: Expert Systems With Applications, 2016, ISSN: 0957-4174.

Links | BibTeX | Tags: Data Mining, Instance selection, Regression

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

Instance selection for regression: Adapting DROP Journal Article

In: Neurocomputing, 201 , pp. 66–81, 2016, ISSN: 0925-2312.

Abstract | Links | BibTeX | Tags: Data Mining, DROP, Instance selection, Noise filtering, Regression

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, 107 , pp. 83–95, 2016, ISSN: 0950-7051.

Abstract | Links | BibTeX | Tags: Big data, Data Mining, Data reduction, Hashing, Instance selection, Nearest neighbors

2014

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

Selección de instancias en regresión mediante discretización Inproceedings

In: XVII congreso español sobre tecnologías y lógica fuzzy, ESTYLF 2014, pp. 351-356, Zaragoza, Spain, 2014, ISBN: 978-84-15688-76-1.

BibTeX | Tags: Data Mining, Instance selection

2012

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

Tool for supporting the teaching of instance selection algorithms Inproceedings

In: Proceedings of the 4th international conference on education and new learning technologies (EDULEARN12), pp. 6088–6096, IATED, Barcelona, Spain, 2012, ISSN: 2340-1117, (2nd-4th July 2012).

Links | BibTeX | Tags: Computer Science teaching, Instance selection

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

Herramienta de apoyo a la docencia de algoritmos de selección de instancias Inproceedings

In: Actas de las XVIII Jornadas de Enseñanza Universitaria de Informática (JENUI 2012), pp. 33–40, Ciudad Real,Spain, 2012, ISBN: 978--84--615--7157--4, (10-13 de julio 2012).

BibTeX | Tags: Computer Science teaching, Instance selection

2010

García-Osorio, César; de Haro-García, Aida; García-Pedrajas, Nicolás

Democratic instance selection: A linear complexity instance selection algorithm based on classifier ensemble concepts Journal Article

In: Artif. Intell., 174 (5-6), pp. 410–441, 2010, ISSN: 0004-3702.

Links | BibTeX | Tags: Big data, Data Mining, Instance selection

2007

García-Pedrajas, Nicolás; Romero-del-Castillo, Juan; García-Osorio, César

Boosting $k$-nearest neighbors classifiers by weighted evolutionary instace selection Inproceedings

In: Actas de las I Jornadas sobre Algoritmos Evolutivos y Metaheurísticas (JAEM 2007), pp. 301 – 308, Zaragoza, 2007.

BibTeX | Tags: Classifier ensembles, Instance selection