A review of feature selection methods on synthetic data V Bolón-Canedo, N Sánchez-Maroño, A Alonso-Betanzos Knowledge and information systems 34, 483-519, 2013 | 968 | 2013 |
A review of microarray datasets and applied feature selection methods V Bolón-Canedo, N Sánchez-Marono, A Alonso-Betanzos, JM Benítez, ... Information sciences 282, 111-135, 2014 | 741 | 2014 |
Filter methods for feature selection–a comparative study N Sánchez-Maroño, A Alonso-Betanzos, M Tombilla-Sanromán International Conference on Intelligent Data Engineering and Automated …, 2007 | 531 | 2007 |
Feature selection for high-dimensional data V Bolón-Canedo, N Sánchez-Maroño, A Alonso-Betanzos Progress in Artificial Intelligence 5, 65-75, 2016 | 474 | 2016 |
Recent advances and emerging challenges of feature selection in the context of big data V Bolón-Canedo, N Sánchez-Maroño, A Alonso-Betanzos Knowledge-based systems 86, 33-45, 2015 | 345 | 2015 |
Feature selection and classification in multiple class datasets: An application to KDD Cup 99 dataset V Bolon-Canedo, N Sanchez-Marono, A Alonso-Betanzos Expert Systems with Applications 38 (5), 5947-5957, 2011 | 265 | 2011 |
An ensemble of filters and classifiers for microarray data classification V Bolón-Canedo, N Sánchez-Maroño, A Alonso-Betanzos Pattern Recognition 45 (1), 531-539, 2012 | 227 | 2012 |
Distributed feature selection: An application to microarray data classification V Bolón-Canedo, N Sánchez-Maroño, A Alonso-Betanzos Applied soft computing 30, 136-150, 2015 | 200 | 2015 |
Data classification using an ensemble of filters V Bolón-Canedo, N Sánchez-Marono, A Alonso-Betanzos Neurocomputing 135, 13-20, 2014 | 106 | 2014 |
A framework for cost-based feature selection V Bolón-Canedo, I Porto-Díaz, N Sánchez-Maroño, A Alonso-Betanzos Pattern Recognition 47 (7), 2481-2489, 2014 | 103 | 2014 |
A methodology for improving tear film lipid layer classification B Remeseiro, V Bolon-Canedo, D Peteiro-Barral, A Alonso-Betanzos, ... IEEE journal of biomedical and health informatics 18 (4), 1485-1493, 2013 | 50 | 2013 |
On the scalability of feature selection methods on high-dimensional data V Bolón-Canedo, D Rego-Fernández, D Peteiro-Barral, ... Knowledge and Information Systems 56, 395-442, 2018 | 46 | 2018 |
A comparison of performance of K-complex classification methods using feature selection E Hernández-Pereira, V Bolón-Canedo, N Sánchez-Maroño, ... Information Sciences 328, 1-14, 2016 | 43 | 2016 |
On the effectiveness of discretization on gene selection of microarray data V Bolón-Canedo, N Sánchez-Maroño, A Alonso-Betanzos The 2010 International Joint Conference on Neural Networks (IJCNN), 1-8, 2010 | 43 | 2010 |
A combination of discretization and filter methods for improving classification performance in KDD Cup 99 dataset V Bolon-Canedo, N Sanchez-Marono, A Alonso-Betanzos 2009 International Joint Conference on Neural Networks, 359-366, 2009 | 43 | 2009 |
A wrapper method for feature selection in multiple classes datasets N Sánchez-Maroño, A Alonso-Betanzos, RM Calvo-Estévez international work-conference on artificial neural networks, 456-463, 2009 | 37 | 2009 |
Reducing dimensionality in a database of sleep EEG arousals D Álvarez-Estévez, N Sánchez-Maroño, A Alonso-Betanzos, ... Expert Systems with Applications 38 (6), 7746-7754, 2011 | 33 | 2011 |
Classification of computer intrusions using functional networks. A comparative study. A Alonso-Betanzos, N Sánchez-Maroño, FM Carballal-Fortes, ... ESANN 7, 25-27, 2007 | 29 | 2007 |
A review of microarray datasets: where to find them and specific characteristics A Alonso-Betanzos, V Bolón-Canedo, L Morán-Fernández, ... Microarray Bioinformatics, 65-85, 2019 | 28 | 2019 |
Statistical dependence measure for feature selection in microarray datasets. V Bolón-Canedo, S Seth, N Sánchez-Marono, A Alonso-Betanzos, ... ESANN, 2011 | 26 | 2011 |