357 search results - page 2 / 72 » Provably Fast Training Algorithms for Support Vector Machine... |
ICML
2008
IEEE
14 years 6 months ago
2008
IEEE
ICANN
2001
Springer
13 years 10 months ago
2001
Springer
Support vector machines have gotten wide acceptance for their high generalization ability for real world applications. But the major drawback is slow training for classification p...
ANNPR
2006
Springer
13 years 9 months ago
2006
Springer
Abstract. Decomposition techniques are used to speed up training support vector machines but for linear programming support vector machines (LP-SVMs) direct implementation of decom...
TIP
2008
13 years 5 months ago
2008
In this paper, a novel method for reducing the runtime complexity of a support vector machine classifier is presented. The new training algorithm is fast and simple. This is achiev...
SDM
2010
SIAM
13 years 7 months ago
2010
SIAM
The high computational cost of nonlinear support vector machines has limited their usability for large-scale problems. We propose two novel stochastic algorithms to tackle this pr...