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PR
2007
104views more  PR 2007»
13 years 8 months ago
Optimizing resources in model selection for support vector machine
Tuning SVM hyperparameters is an important step in achieving a high-performance learning machine. It is usually done by minimizing an estimate of generalization error based on the...
Mathias M. Adankon, Mohamed Cheriet
IJON
2010
93views more  IJON 2010»
13 years 7 months ago
Discriminant analysis via support vectors
Suicheng Gu, Ying Tan, Xingui He
PAMI
2010
103views more  PAMI 2010»
13 years 7 months ago
Tuning Support Vector Machines for Minimax and Neyman-Pearson Classification
Mark A. Davenport, Richard G. Baraniuk, Clayton Sc...
PKDD
2010
Springer
178views Data Mining» more  PKDD 2010»
13 years 7 months ago
Large-Scale Support Vector Learning with Structural Kernels
Abstract. In this paper, we present an extensive study of the cuttingplane algorithm (CPA) applied to structural kernels for advanced text classification on large datasets. In par...
Aliaksei Severyn, Alessandro Moschitti