572 search results - page 31 / 115 » Extended Input Space Support Vector Machine |
137
click to vote
SAC
2005
ACM
15 years 7 months ago
2005
ACM
Active learning is a generic approach to accelerate training of classifiers in order to achieve a higher accuracy with a small number of training examples. In the past, simple ac...
149
click to vote
ICMLA
2010
15 years 6 days ago
2010
Gene expression (microarray) data have been used widely in bioinformatics. The expression data of a large number of genes from small numbers of subjects are used to identify inform...
121
Voted
ICML
2003
IEEE
16 years 3 months ago
2003
IEEE
We show that a classifier based on Gaussian mixture models (GMM) can be trained discriminatively to improve accuracy. We describe a training procedure based on the extended Baum-W...
130
click to vote
CVPR
2003
IEEE
16 years 4 months ago
2003
IEEE
We consider the problem of learning with instances defined over a space of sets of vectors. We derive a new positive definite kernel f(A B) defined over pairs of matrices A B base...
116
click to vote
SDM
2009
SIAM
15 years 11 months ago
2009
SIAM
Support Vector Machines (SVMs) are a leading tool in classification and pattern recognition and the kernel function is one of its most important components. This function is used...