174 search results - page 2 / 35 » Incremental and Decremental Learning for Linear Support Vect... |
127
Voted
SDM
2009
SIAM
16 years 23 days ago
2009
SIAM
This paper proposes Twin Vector Machine (TVM), a constant space and sublinear time Support Vector Machine (SVM) algorithm for online learning. TVM achieves its favorable scaling b...
146
Voted
ICPR
2010
IEEE
15 years 3 months ago
2010
IEEE
The incremental updating of classifiers implies that their internal parameter values can vary according to incoming data. As a result, in order to achieve high performance, incre...
142
Voted
ICPR
2000
IEEE
16 years 4 months ago
2000
IEEE
An algorithmfor data condensation using support vector machines (SVM's)is presented. The algorithm extracts datapoints lying close to the class boundaries,whichform a much re...
137
Voted
ICANN
2005
Springer
15 years 9 months ago
2005
Springer
Although Support Vector Machines (SVMs) have been successfully applied to solve a large number of classification and regression problems, they suffer from the catastrophic forgetti...