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Luís Paulo Faina Garcia
Luís Paulo Faina Garcia
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How complex is your classification problem? a survey on measuring classification complexity
AC Lorena, LPF Garcia, J Lehmann, MCP Souto, TK Ho
ACM Computing Surveys (CSUR) 52 (5), 1-34, 2019
2572019
Innovación: factor clave para lograr ventajas competitivas
L Mathison, J Gándara, C Primera, L García
Negotium 3 (7), 65-83, 2007
2422007
Effect of label noise in the complexity of classification problems
LPF Garcia, AC de Carvalho, AC Lorena
Neurocomputing 160, 108-119, 2015
1472015
Use of classification algorithms in noise detection and elimination
ALB Miranda, LPF Garcia, AC Carvalho, AC Lorena
Hybrid Artificial Intelligence Systems: 4th International Conference, HAIS …, 2009
1002009
MFE: Towards reproducible meta-feature extraction
E Alcobaça, F Siqueira, A Rivolli, LPF Garcia, JT Oliva, AC De Carvalho
The Journal of Machine Learning Research 21 (1), 4503-4507, 2020
942020
Meta-features for meta-learning
A Rivolli, LPF Garcia, C Soares, J Vanschoren, AC de Carvalho
Knowledge-Based Systems 240, 108101, 2022
772022
Noise detection in the meta-learning level
LPF Garcia, AC de Carvalho, AC Lorena
Neurocomputing 176, 14-25, 2016
752016
Assessing the data complexity of imbalanced datasets
VH Barella, LPF Garcia, MCP de Souto, AC Lorena, AC de Carvalho
Information Sciences 553, 83-109, 2021
432021
Data complexity measures for imbalanced classification tasks
VH Barella, LPF Garcia, MP de Souto, AC Lorena, A de Carvalho
2018 International Joint Conference on Neural Networks (IJCNN), 1-8, 2018
412018
Using the one-vs-one decomposition to improve the performance of class noise filters via an aggregation strategy in multi-class classification problems
LPF Garcia, JA Sáez, J Luengo, AC Lorena, AC de Carvalho, F Herrera
Knowledge-Based Systems 90, 153-164, 2015
392015
A study on class noise detection and elimination
LPF Garcia, AC Lorena, AC Carvalho
2012 brazilian symposium on neural networks, 13-18, 2012
382012
Classifier recommendation using data complexity measures
LPF Garcia, AC Lorena, MCP de Souto, TK Ho
2018 24th International Conference on Pattern Recognition (ICPR), 874-879, 2018
372018
Ensembles of label noise filters: a ranking approach
LPF Garcia, AC Lorena, S Matwin, AC de Carvalho
Data Mining and Knowledge Discovery 30, 1192-1216, 2016
362016
Towards holistic entity linking: Survey and directions
IL Oliveira, R Fileto, R Speck, LPF Garcia, D Moussallem, J Lehmann
Information Systems 95, 101624, 2021
332021
New label noise injection methods for the evaluation of noise filters
LPF Garcia, J Lehmann, AC de Carvalho, AC Lorena
Knowledge-Based Systems 163, 693-704, 2019
322019
Towards reproducible empirical research in meta-learning
A Rivolli, LPF Garcia, C Soares, J Vanschoren, AC de Carvalho
arXiv preprint arXiv:1808.10406, 32-52, 2018
322018
Noisy data set identification
LPF Garćia, AC de Carvalho, AC Lorena
Hybrid Artificial Intelligent Systems: 8th International Conference, HAIS …, 2013
302013
El uso de marcas como herramienta para apoyar estrategias competitivas en turismo comunitario
L García
OIT, Ginebra, 2006
232006
How complex is your classification problem
A Lorena, L Garcia, J Lehmann, M Souto, T Ho
A survey on measuring classification complexity. arXiv, 2018
182018
The NoiseFiltersR Package: Label Noise Preprocessing in R.
P Morales, J Luengo, LPF Garcia, AC Lorena, AC de Carvalho, F Herrera
R J. 9 (1), 219, 2017
152017
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