Model selection for support vector machines via uniform design

Chien-Ming Huang; Yuh-Jye Lee; Dennis K.J. Lin; Su-Yun Huang

doi:10.1016/j.csda.2007.02.013

Model selection for support vector machines via uniform design

Computational Statistics & Data Analysis ◽

10.1016/j.csda.2007.02.013 ◽

2007 ◽

Vol 52 (1) ◽

pp. 335-346 ◽

Cited By ~ 85

Author(s):

Chien-Ming Huang ◽

Yuh-Jye Lee ◽

Dennis K.J. Lin ◽

Su-Yun Huang

Keyword(s):

Support Vector Machines ◽

Model Selection ◽

Uniform Design ◽

Support Vector ◽

Vector Machines ◽

Selection For

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Model selection for support vector machines: Advantages and disadvantages of the Machine Learning Theory

The 2010 International Joint Conference on Neural Networks (IJCNN) ◽

10.1109/ijcnn.2010.5596450 ◽

2010 ◽

Cited By ~ 19

Author(s):

Davide Anguita ◽

Alessandro Ghio ◽

Noemi Greco ◽

Luca Oneto ◽

Sandro Ridella

Keyword(s):

Machine Learning ◽

Support Vector Machines ◽

Model Selection ◽

Learning Theory ◽

Support Vector ◽

Advantages And Disadvantages ◽

Vector Machines ◽

Selection For

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Model selection for Support Vector Machines based on kernel density estimation

2010 Chinese Control and Decision Conference ◽

10.1109/ccdc.2010.5498150 ◽

2010 ◽

Cited By ~ 1

Author(s):

Zhu Jin ◽

Xiaoping Ma

Keyword(s):

Support Vector Machines ◽

Model Selection ◽

Density Estimation ◽

Kernel Density Estimation ◽

Kernel Density ◽

Support Vector ◽

Vector Machines ◽

Selection For

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Bilevel model selection for support vector machines

CRM Proceedings and Lecture Notes - Data Mining and Mathematical Programming ◽

10.1090/crmp/045/07 ◽

2008 ◽

pp. 129-158 ◽

Cited By ~ 10

Author(s):

Gautam Kunapuli ◽

Kristin Bennett ◽

Jing Hu ◽

Jong-Shi Pang

Keyword(s):

Support Vector Machines ◽

Model Selection ◽

Support Vector ◽

Vector Machines ◽

Selection For

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Model selection for support-vector machines through metaheuristic optimization algorithms

Thirteenth International Conference on Machine Vision ◽

10.1117/12.2587439 ◽

2021 ◽

Author(s):

Oumeima Ghnimi ◽

Sofiane Kharbech ◽

Akram Belazi ◽

Ammar Bouallegue

Keyword(s):

Support Vector Machines ◽

Model Selection ◽

Optimization Algorithms ◽

Support Vector ◽

Metaheuristic Optimization ◽

Vector Machines ◽

Selection For ◽

Metaheuristic Optimization Algorithms

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Clustering Model Selection for Reduced Support Vector Machines

Lecture Notes in Computer Science - Intelligent Data Engineering and Automated Learning – IDEAL 2004 ◽

10.1007/978-3-540-28651-6_106 ◽

2004 ◽

pp. 714-719 ◽

Cited By ~ 4

Author(s):

Lih-Ren Jen ◽

Yuh-Jye Lee

Keyword(s):

Support Vector Machines ◽

Model Selection ◽

Support Vector ◽

Clustering Model ◽

Vector Machines ◽

Selection For

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Expediting Model Selection for Support Vector Machines Based on an Advanced Data Reduction Algorithm

Lecture Notes in Computer Science - PRICAI 2006: Trends in Artificial Intelligence ◽

10.1007/978-3-540-36668-3_125 ◽

2006 ◽

pp. 1017-1021 ◽

Cited By ~ 1

Author(s):

Yu-Yen Ou ◽

Guan-Hau Chen ◽

Yen-Jen Oyang

Keyword(s):

Support Vector Machines ◽

Model Selection ◽

Data Reduction ◽

Support Vector ◽

Reduction Algorithm ◽

Vector Machines ◽

Selection For

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Model Selection for Support Vector Machines via Adaptive Step-Size Tabu Search

Artificial Neural Nets and Genetic Algorithms ◽

10.1007/978-3-7091-6230-9_108 ◽

2001 ◽

pp. 434-437 ◽

Cited By ~ 16

Author(s):

Gavin C. Cawley

Keyword(s):

Support Vector Machines ◽

Model Selection ◽

Tabu Search ◽

Support Vector ◽

Step Size ◽

Adaptive Step Size ◽

Vector Machines ◽

Selection For ◽

Adaptive Step

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Optimizing resources in model selection for support vector machines

Proceedings. 2005 IEEE International Joint Conference on Neural Networks, 2005. ◽

10.1109/ijcnn.2005.1555976 ◽

2006 ◽

Cited By ~ 3

Author(s):

M.M. Adankon ◽

M. Cheriel ◽

N.F. Ayat

Keyword(s):

Support Vector Machines ◽

Model Selection ◽

Support Vector ◽

Vector Machines ◽

Selection For

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A Multi-objective Genetic Algorithm for Model Selection for Support Vector Machines

Lecture Notes in Computer Science - PRICAI 2014: Trends in Artificial Intelligence ◽

10.1007/978-3-319-13560-1_64 ◽

2014 ◽

pp. 809-819 ◽

Cited By ~ 1

Author(s):

Amal Bouraoui ◽

Yassine Ben Ayed ◽

Salma Jamoussi

Keyword(s):

Genetic Algorithm ◽

Support Vector Machines ◽

Model Selection ◽

Support Vector ◽

Multi Objective ◽

Multi Objective Genetic Algorithm ◽

Vector Machines ◽

Selection For

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Fast model selection for MaxMinOver-based training of support vector machines

2008 19th International Conference on Pattern Recognition ◽

10.1109/icpr.2008.4761775 ◽

2008 ◽

Cited By ~ 1

Author(s):

Fabian Timm ◽

Sascha Klement ◽

Thomas Martinetz

Keyword(s):

Support Vector Machines ◽

Model Selection ◽

Support Vector ◽

Vector Machines ◽

Selection For

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