613 search results - page 98 / 123 » The Pre-Image Problem in Kernel Methods |
RTSS
1998
IEEE
14 years 29 days ago
1998
IEEE
This paper focuses on the problem of providing efficient run-time support to multimedia applications in a real-time system, where two types of tasks can coexist simultaneously: mu...
COLT
1998
Springer
14 years 28 days ago
1998
Springer
We introduce and analyze a new algorithm for linear classification which combines Rosenblatt's perceptron algorithm with Helmbold and Warmuth's leave-one-out method. Like...
DAGM
2004
Springer
14 years 13 days ago
2004
Springer
Abstract. In this paper, we present a novel method for reducing the computational complexity of a Support Vector Machine (SVM) classifier without significant loss of accuracy. We a...
NIPS
2008
13 years 10 months ago
2008
This paper introduces a new approach to constructing meaningful lower dimensional representations of sets of data points. We argue that constraining the mapping between the high a...
JMLR
2006
13 years 8 months ago
2006
Support vector machines are trained by solving constrained quadratic optimization problems. This is usually done with an iterative decomposition algorithm operating on a small wor...