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Jair Cervantes
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A comprehensive survey on support vector machine classification: Applications, challenges and trends
J Cervantes, F Garcia-Lamont, L Rodríguez-Mazahua, A Lopez
Neurocomputing 408, 189-215, 2020
12192020
A general perspective of Big Data: applications, tools, challenges and trends
L Rodríguez-Mazahua, CA Rodríguez-Enríquez, JL Sánchez-Cervantes, ...
The Journal of Supercomputing 72, 3073-3113, 2016
2122016
Segmentation of images by color features: A survey
F Garcia-Lamont, J Cervantes, A López, L Rodriguez
Neurocomputing 292, 1-27, 2018
1972018
Support vector machine classification for large data sets via minimum enclosing ball clustering
J Cervantes, X Li, W Yu, K Li
Neurocomputing 71 (4-6), 611-619, 2008
1812008
PSO-based method for SVM classification on skewed data sets
J Cervantes, F Garcia-Lamont, L Rodriguez, A López, J Ruiz-Castilla, T A.
Neurocomputing 228 (8), Pages 187-197, 2017
1002017
Data selection based on decision tree for SVM classification on large data sets
J Cervantes, FG Lamont, A López-Chau, LR Mazahua, JS Ruíz
Applied Soft Computing 37, 787-798, 2015
862015
Recognition of Mexican banknotes via their color and texture features
F García-Lamont, J Cervantes, A López
Expert Systems with applications 39 (10), 9651-9660, 2012
802012
Support vector machine classification based on fuzzy clustering for large data sets
J Cervantes, X Li, W Yu
MICAI 2006: Advances in Artificial Intelligence: 5th Mexican International …, 2006
742006
Fisher’s decision tree
A López-Chau, J Cervantes, L López-García, FG Lamont
Expert Systems with Applications 40 (16), 6283-6291, 2013
622013
Fruit classification by extracting color chromaticity, shape and texture features: towards an application for supermarkets
F Garcia, J Cervantes, A López, M Alvarado
IEEE Latin America Transactions 14 (7), 3434-3443, 2016
442016
SVM classification for large data sets by considering models of classes distribution
J Cervantes, X Li, W Yu
2007 Sixth Mexican International Conference on Artificial Intelligence …, 2007
432007
Análisis comparativo de las técnicas utilizadas en un sistema de reconocimiento de hojas de planta
J Cervantes, J Taltempa, F García Lamont, JS Ruiz Castilla, ...
Revista Iberoamericana de Automática e Informática industrial 14 (1), 104-114, 2017
312017
Two-stage svm classification for large data sets via randomly reducing and recovering training data
X Li, J Cervantes, W Yu
2007 IEEE International Conference on Systems, Man and Cybernetics, 3633-3638, 2007
242007
Imbalanced data classification via support vector machines and genetic algorithms
J Cervantes, X Li, W Yu
Connection Science 26 (4), 335-348, 2014
232014
A novel SVM classification method for large data sets
X Li, J Cervantes, W Yu
2010 IEEE International Conference on Granular Computing, 297-302, 2010
222010
Using genetic algorithm to improve classification accuracy on imbalanced data
J Cervantes, X Li, W Yu
2013 IEEE international conference on systems, man, and cybernetics, 2659-2664, 2013
212013
Mexican sign language segmentation using color based neuronal networks to detect the individual skin color
J Espejel-Cabrera, J Cervantes, F García-Lamont, JSR Castilla, LD Jalili
Expert Systems with Applications 183, 115295, 2021
202021
Fast classification for large data sets via random selection clustering and support vector machines
X Li, J Cervantes, W Yu
Intelligent Data Analysis 16 (6), 897-914, 2012
192012
Complex identification of plants from leaves
J Cervantes, F Garcia Lamont, L Rodriguez Mazahua, A Zarco Hidalgo, ...
Intelligent Computing Methodologies: 14th International Conference, ICIC …, 2018
162018
Support vector classification for large data sets by reducing training data with change of classes
J Cervantes, X Li, Y Wen
2008 IEEE international conference on systems, man and cybernetics, 2609-2614, 2008
162008
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