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Julián Luengo Martín
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Keel data-mining software tool: Data set repository, integration of algorithms and experimental analysis framework
J Derrac, S Garcia, L Sanchez, F Herrera
J. Mult. Valued Logic Soft Comput 17, 2015
24792015
Advanced nonparametric tests for multiple comparisons in the design of experiments in computational intelligence and data mining: Experimental analysis of power
S García, A Fernández, J Luengo, F Herrera
Information sciences 180 (10), 2044-2064, 2010
18252010
Data Preprocessing in Data Mining
S García, J Luengo, F Herrera
Springer, 2014
11582014
A study of statistical techniques and performance measures for genetics-based machine learning: accuracy and interpretability
S García, A Fernández, J Luengo, F Herrera
Soft Computing 13 (10), 959-977, 2009
7062009
A survey of discretization techniques: Taxonomy and empirical analysis in supervised learning
S Garcia, J Luengo, JA Sáez, V Lopez, F Herrera
IEEE transactions on Knowledge and Data Engineering 25 (4), 734-750, 2012
5642012
SMOTE–IPF: Addressing the noisy and borderline examples problem in imbalanced classification by a re-sampling method with filtering
JA Sáez, J Luengo, J Stefanowski, F Herrera
Information Sciences 291, 184-203, 2015
4422015
Big data preprocessing: methods and prospects
S García, S Ramírez-Gallego, J Luengo, JM Benítez, F Herrera
Big Data Analytics 1 (1), 1-22, 2016
4182016
Tutorial on practical tips of the most influential data preprocessing algorithms in data mining
S García, J Luengo, F Herrera
Knowledge-Based Systems 98, 1-29, 2016
2682016
On the choice of the best imputation methods for missing values considering three groups of classification methods
J Luengo, S García, F Herrera
Knowledge and information systems 32 (1), 77-108, 2012
2662012
COVIDGR dataset and COVID-SDNet methodology for predicting COVID-19 based on chest X-ray images
S Tabik, A Gómez-Ríos, JL Martín-Rodríguez, I Sevillano-García, ...
IEEE journal of biomedical and health informatics 24 (12), 3595-3605, 2020
2172020
KEEL 3.0: an open source software for multi-stage analysis in data mining
I Triguero, S González, JM Moyano, S García López, J Alcalá Fernández, ...
Atlantis Press, 2017
2102017
Genetics-based machine learning for rule induction: state of the art, taxonomy, and comparative study
A Fernández, S García, J Luengo, E Bernadó-Mansilla, F Herrera
IEEE Transactions on Evolutionary Computation 14 (6), 913-941, 2010
1842010
Addressing data complexity for imbalanced data sets: analysis of SMOTE-based oversampling and evolutionary undersampling
J Luengo, A Fernández, S García, F Herrera
Soft Computing 15 (10), 1909-1936, 2011
1812011
A study on the use of statistical tests for experimentation with neural networks: Analysis of parametric test conditions and non-parametric tests
J Luengo, S García, F Herrera
Expert Systems with Applications 36 (4), 7798-7808, 2009
1662009
Analyzing the presence of noise in multi-class problems: alleviating its influence with the one-vs-one decomposition
JA Sáez, M Galar, J Luengo, F Herrera
Knowledge and information systems 38 (1), 179-206, 2014
1382014
Enabling smart data: noise filtering in big data classification
D García-Gil, J Luengo, S García, F Herrera
Information Sciences 479, 135-152, 2019
1372019
A study on the use of imputation methods for experimentation with radial basis function network classifiers handling missing attribute values: The good synergy between rbfns …
J Luengo, S García, F Herrera
Neural Networks 23 (3), 406-418, 2010
1152010
Tackling the problem of classification with noisy data using multiple classifier systems: Analysis of the performance and robustness
JA Sáez, M Galar, J Luengo, F Herrera
Information Sciences 247, 1-20, 2013
1082013
Predicting noise filtering efficacy with data complexity measures for nearest neighbor classification
JA Sáez, J Luengo, F Herrera
Pattern Recognition 46 (1), 355-364, 2013
1042013
Towards highly accurate coral texture images classification using deep convolutional neural networks and data augmentation
A Gómez-Ríos, S Tabik, J Luengo, ASM Shihavuddin, B Krawczyk, ...
Expert Systems with Applications 118, 315-328, 2019
962019
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Articles 1–20