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2019

Cano, A; Krawczyk, B

Evolving Rule-Based Classifiers with Genetic Programming on GPUs for Drifting Data Streams Journal Article

Pattern Recognition, 87 , pp. 248-268, 2019.

Links | BibTeX | Tags: Classification, Classification Rules, Genetic Programming, GP-GPU, Grammar-Based Genetic Programming

2018

Cano, A

A survey on graphic processing unit computing for large-scale data mining Journal Article

Wiley Interdisciplinary Reviews - Data Mining and Knowledge Discovery, 8 (1), pp. e1232, 2018.

Links | BibTeX | Tags: Big Data Mining, Classification, GP-GPU, Scalability

Skryjomski, P; Krawczyk, B; Cano, A

Speeding up k-Nearest Neighbors Classifier for Large-Scale Multi-Label Learning on GPUs Journal Article

Neurocomputing, In press , 2018.

BibTeX | Tags: Classification, GP-GPU, Multi-label Learning, Scalability

Djenouri, Y; Djenouri, D; Belhadi, A; Cano, A

Exploiting GPU and Cluster Parallelism in Single Scan Frequent Itemset Mining Journal Article

Information Sciences, In press , 2018.

Links | BibTeX | Tags: GP-GPU, Pattern Mining, Scalability

Cano, A; Krawczyk, B

Learning classification rules with differential evolution for high-speed data stream mining on GPUs Inproceedings

IEEE Congress on Evolutionary Computation, pp. 197-204, 2018.

BibTeX | Tags: Classification, Classification Rules, GP-GPU

2016

Cano, A; García-Martínez, C

100 Million Dimensions Large-Scale Global Optimization Using Distributed GPU Computing Inproceedings

Proceedings of the IEEE World Congress on Computational Intelligence, pp. 3566-3573, Vancouver, Canada, 2016.

BibTeX | Tags: GP-GPU, Scalability

2015

Cano, A; Zafra, A; Ventura, S

Speeding up multiple instance learning classification rules on GPUs Journal Article

Knowledge and Information Systems, 44 (1), pp. 127–145, 2015.

Links | BibTeX | Tags: GP-GPU, Multi-instance Learning

2014

Cano, A; Ventura, S

GPU-parallel SubTree interpreter for genetic programming Inproceedings

Proceedings of the Conference on Genetic and Evolutionary Computation, GECCO'14, pp. 887-893, 2014.

Links | BibTeX | Tags: Genetic Programming, GP-GPU

Cano, A; Yeguas-Bolivar, E; Muñoz-Salinas, R; Medina-Carnicer, R; Ventura, S

Parallelization strategies for markerless human motion capture Journal Article

Journal of Real-Time Image Processing, In press , 2014.

Links | BibTeX | Tags: Evolutionary Algorithms, GP-GPU

Cano, A; Ventura, S; Cios, K J

Scalable CAIM discretization on multiple GPUs using concurrent kernels Journal Article

Journal of Supercomputing, 69 (1), pp. 273-292, 2014.

Links | BibTeX | Tags: Classification, Data Preprocessing, GP-GPU

Cano, A; Zafra, A; Ventura, S

Parallel evaluation of Pittsburgh rule-based classifiers on GPUs Journal Article

Neurocomputing, 126 , pp. 45-57, 2014.

Links | BibTeX | Tags: Classification, Evolutionary Algorithms, GP-GPU

2013

Cano, A; Luna, J M; Ventura, S

High performance evaluation of evolutionary-mined association rules on GPUs Journal Article

The Journal of Supercomputing, 66 (3), pp. 1438-1461, 2013.

Links | BibTeX | Tags: Association Rule Mining, GP-GPU, Pattern Mining

Cano, A; Zafra, A; Ventura, S

Weighted data gravitation classification for standard and imbalanced data Journal Article

IEEE Transactions on Cybernetics, 43 (6), pp. 1672-1687, 2013.

Links | BibTeX | Tags: Classification, Evolutionary Algorithms, GP-GPU

Cano, A; Olmo, J L; Ventura, S

Parallel multi-objective Ant Programming for classification using GPUs Journal Article

Journal of Parallel and Distributed Computing, 73 (6), pp. 713-728, 2013.

Links | BibTeX | Tags: Ant Programming, GP-GPU, Multi-objective Optimization

Cano, A; Olmo, J L; Ventura, S

Programación Automática con Colonias de Hormigas Multi-Objetivo en GPUs Inproceedings

IX Congreso Español sobre Metaheurísticas and Algoritmos Evolutivos y Bioinspirados, MAEB'13, pp. 288–297, 2013.

BibTeX | Tags: Ant Programming, GP-GPU, Multi-objective Optimization

2012

Cano, A; Zafra, A; Ventura, S

Speeding up the evaluation phase of GP classification algorithms on GPUs Journal Article

Soft Computing, 16 (2), pp. 187-202, 2012.

Links | BibTeX | Tags: Classification, Genetic Programming, GP-GPU

2011

Cano, A; Zafra, A; Ventura, S

A parallel genetic programming algorithm for classification Inproceedings

Proceedings of the 6th International Conference on Hybrid Artificial Intelligent Systems, HAIS'11, pp. 172-181, 2011.

Links | BibTeX | Tags: Classification, Genetic Programming, GP-GPU

2010

Cano, A; Zafra, A; Ventura, S

Speeding Up Evolutionary Learning Algorithms using GPUs Inproceedings

XV Congreso Español sobre Tecnologías y Lógica Fuzzy, ESTYLF'10, pp. 229–234, 2010.

BibTeX | Tags: Evolutionary Algorithms, GP-GPU, Scalability

Cano, A; Zafra, A; Ventura, S

Solving classification problems using genetic programming algorithms on GPUs Inproceedings

Proceedings of the 5th International Conference on Hybrid Artificial Intelligent Systems, HAIS'10, pp. 17-26, 2010.

Links | BibTeX | Tags: Classification, Genetic Programming, GP-GPU