717 search results - page 16 / 144 » Efficient implementation of SVM for large class problems |
CVPR
2008
IEEE
14 years 9 months ago
2008
IEEE
Straightforward classification using kernelized SVMs requires evaluating the kernel for a test vector and each of the support vectors. For a class of kernels we show that one can ...
KDD
2006
ACM
14 years 7 months ago
2006
ACM
This paper presents a novel Second Order Cone Programming (SOCP) formulation for large scale binary classification tasks. Assuming that the class conditional densities are mixture...
CCGRID
2006
IEEE
13 years 11 months ago
2006
IEEE
The demand for an efficient fault tolerance system has led to the development of complex monitoring infrastructure, which in turn has created an overwhelming task of data and even...
ECCV
2006
Springer
14 years 9 months ago
2006
Springer
Generalized Belief Propagation (gbp) has proven to be a promising technique for performing inference on Markov random fields (mrfs). However, its heavy computational cost and large...
CORR
2008
Springer
13 years 7 months ago
2008
Springer
Abstract-- Interior-point algorithms constitute a very interesting class of algorithms for solving linear-programming problems. In this paper we study efficient implementations of ...