979 search results - page 43 / 196 » Support Vector Machine Classification with Indefinite Kernel... |
142
Voted
JMLR
2006
15 years 3 months ago
2006
This paper presents an online support vector machine (SVM) that uses the stochastic meta-descent (SMD) algorithm to adapt its step size automatically. We formulate the online lear...
177
Voted
ICCV
2003
IEEE
16 years 5 months ago
2003
IEEE
This paper describes a novel application of support vector machines and multiscale texture and color invariants to a problem in biological oceanography: the identification of 6 sp...
134
Voted
DATAMINE
1998
15 years 3 months ago
1998
The tutorial starts with an overview of the concepts of VC dimension and structural risk minimization. We then describe linear Support Vector Machines (SVMs) for separable and non-...
119
Voted
WACV
2002
IEEE
15 years 8 months ago
2002
IEEE
In this paper we present the results of a comparative study of linear and kernel-based methods for face recognition. The methods used for dimensionality reduction are Principal Co...
115
Voted
ICML
2008
IEEE
16 years 4 months ago
2008
IEEE
We have developed a new Linear Support Vector Machine (SVM) training algorithm called OCAS. Its computational effort scales linearly with the sample size. In an extensive empirica...