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Krawczyk, Bartosz, Triguero, Isaac, García, Salvador, Woźniak, Michał and Herrera, Francisco (2018) Instance reduction for one-class classification. Knowledge and Information Systems . ISSN 0219-1377

Peralta, Daniel, Triguero, Isaac, García, Salvador, Saeys, Yvan, Benitez, Jose M. and Herrera, Francisco (2017) On the use of convolutional neural networks for robust classification of multiple fingerprint captures. International Journal of Intelligent Systems, 33 (1). pp. 213-230. ISSN 0884-8173

Triguero, Isaac, González, Sergio, Moyano, Jose M., García, Salvador, Alcalá-Fdez, Jesús, Luengo, Julian, Fernández, Alberto, del Jesús, Maria José, Sánchez, Luciano and Herrera, Francisco (2017) KEEL 3.0: an open source software for multi-stage analysis in data mining. International Journal of Computational Intelligence Systems, 10 (1). pp. 1238-1249. ISSN 1875-6883

Peralta, Daniel, Triguero, Isaac, García, Salvador, Saeys, Yvan, Benitez, Jose M. and Herrera, Francisco (2017) Distributed incremental fingerprint identification with reduced database penetration rate using a hierarchical classification based on feature fusion and selection. Knowledge-Based Systems, 126 . pp. 91-103. ISSN 1872-7409

Peralta, Daniel, Triguero, Isaac, García, Salvador, Herrera, Francisco and Benitez, Jose M. (2016) DPD-DFF: a dual phase distributed scheme with double fingerprint fusion for fast and accurate identification in large databases. Information Fusion, 32 (Part A). pp. 40-51. ISSN 1566-2535

Maillo, Jesus, Ramirez, Sergio, Triguero, Isaac and Herrera, Francisco (2016) kNN-IS: an iterative spark-based design of the k-nearest neighbors classifier for big data. Knowledge-Based Systems . ISSN 1872-7409 (In Press)

Triguero, Isaac, del Río, Sara, López, Victoria, Bacardit, Jaume, Benítez, José M. and Herrera, Francisco (2015) ROSEFW-RF: the winner algorithm for the ECBDL’14 big data competition: an extremely imbalanced big data bioinformatics problem. Knowledge-Based Systems, 87 . pp. 69-79. ISSN 1872-7409

Triguero, Isaac, Garcia, Salvador and Herrera, Francisco (2015) SEG-SSC: a framework based on synthetic examples generation for self-labeled semi-supervised classification. IEEE Transactions on Cybernetics, 45 (4). pp. 622-634. ISSN 2168-2267

Triguero, Isaac, Peralta, Daniel, Bacardit, Jaume, García, Salvador and Herrera, Francisco (2015) MRPR: a MapReduce solution for prototype reduction in big data classification. Neurocomputing, 150 (A). pp. 331-345. ISSN 0925-2312

Conference or Workshop Item

Maillo, Jesus, Luengo, Julian, García, Salvador, Herrera, Francisco and Triguero, Isaac (2017) Exact fuzzy k-Nearest neighbor classification for big datasets. In: IEEE International Conference on Fuzzy Systems (FUZZ-IEEE 2017), 9-12 Jul 2017, Naples, Italy.

Triguero, Isaac, Galar, M., Bustince, H. and Herrera, Francisco (2017) A first attempt on global evolutionary undersampling for imbalanced big data. In: IEEE Congress on Evolutionary Computation (CEC 2017), 5-8 Jun 2017, San Sebastian, Spain.

Triguero, Isaac, Maillo, Jesus, Luengo, Julian, García, Salvador and Herrera, Francisco (2016) From Big data to Smart Data with the K-Nearest Neighbours algorithm. In: IEEE International Conference on Smart Data (Smart Data 2016), 16-19 December 2016, Chengdu, China.

Triguero, Isaac, Galar, M., Merino, D., Maillo, Jesus, Bustince, H. and Herrera, Francisco (2016) Evolutionary undersampling for extremely imbalanced big data classification under apache spark. In: 2016 IEEE Congress on Evolutionary Computation (CEC), 24-29 July, 2016, Vancouver, Canada.