| A review of feature selection methods on synthetic data V Bolón-Canedo, N Sánchez-Maroño, A Alonso-Betanzos Knowledge and information systems 34 (3), 483-519, 2013 | 406 | 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 | 320 | 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 | 180 | 2007 |
| 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 | 166 | 2011 |
| Artificial Intelligence: Foundations, Theory, and Algorithms Feature Selection for High-Dimensional Data AB Verónica Bolón, M Amparo, CN Sánchez Springer, 2017 | 148* | 2017 |
| 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 | 142 | 2015 |
| A very fast learning method for neural networks based on sensitivity analysis E Castillo, B Guijarro-Berdiñas, O Fontenla-Romero, A Alonso-Betanzos Journal of Machine Learning Research 7 (Jul), 1159-1182, 2006 | 134 | 2006 |
| 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 | 117 | 2012 |
| An intelligent system for forest fire risk prediction and fire fighting management in Galicia A Alonso-Betanzos, O Fontenla-Romero, B Guijarro-Berdiñas, ... Expert systems with applications 25 (4), 545-554, 2003 | 113 | 2003 |
| Automatic bearing fault diagnosis based on one-class ν-SVM D FernáNdez-Francos, D MartíNez-Rego, O Fontenla-Romero, ... Computers & Industrial Engineering 64 (1), 357-365, 2013 | 102 | 2013 |
| A new method for sleep apnea classification using wavelets and feedforward neural networks O Fontenla-Romero, B Guijarro-Berdiñas, A Alonso-Betanzos, ... Artificial Intelligence in Medicine 34 (1), 65-76, 2005 | 94 | 2005 |
| 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 | 80 | 2015 |
| Data discretization: taxonomy and big data challenge S Ramírez‐Gallego, S García, H Mouriño‐Talín, D Martínez‐Rego, ... Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery 6 (1), 5-21, 2016 | 72 | 2016 |
| A global optimum approach for one-layer neural networks E Castillo, O Fontenla-Romero, B Guijarro-Berdiñas, A Alonso-Betanzos Neural Computation 14 (6), 1429-1449, 2002 | 71 | 2002 |
| Ingeniería del conocimiento: Aspectos metodológicos. A Alonso Betanzos, B Guijarro Berdiñas, A Lozano Tello, ... Pearson educacion, 2004 | 64 | 2004 |
| Linear-least-squares initialization of multilayer perceptrons through backpropagation of the desired response D Erdogmus, O Fontenla-Romero, JC Principe, A Alonso-Betanzos, ... IEEE Transactions on Neural Networks 16 (2), 325-337, 2005 | 62 | 2005 |
| Data classification using an ensemble of filters V Bolón-Canedo, N Sánchez-Marono, A Alonso-Betanzos Neurocomputing 135, 13-20, 2014 | 61 | 2014 |
| Ensemble feature selection: homogeneous and heterogeneous approaches B Seijo-Pardo, I Porto-Díaz, V Bolón-Canedo, A Alonso-Betanzos Knowledge-Based Systems 118, 124-139, 2017 | 52 | 2017 |
| Fast‐mRMR: Fast Minimum Redundancy Maximum Relevance Algorithm for High‐Dimensional Big Data S Ramírez‐Gallego, I Lastra, D Martínez‐Rego, V Bolón‐Canedo, ... International Journal of Intelligent Systems 32 (2), 134-152, 2017 | 50 | 2017 |
| Intelligent analysis and pattern recognition in cardiotocographic signals using a tightly coupled hybrid system B Guijarro-Berdiñas, A Alonso-Betanzos, O Fontenla-Romero Artificial Intelligence 136 (1), 1-27, 2002 | 48 | 2002 |
Veronica Bolon CanedoAssistant Professor, Universidade da Coruña, CITICVerified email at udc.es
