Sciweavers

178 search results - page 3 / 36
» The Solution Path of the Slab Support Vector Machine
Sort
View
ICML
2005
IEEE
14 years 6 months ago
An efficient method for simplifying support vector machines
In this paper we describe a new method to reduce the complexity of support vector machines by reducing the number of necessary support vectors included in their solutions. The red...
DucDung Nguyen, Tu Bao Ho
ICPR
2008
IEEE
13 years 12 months ago
Fast model selection for MaxMinOver-based training of support vector machines
OneClassMaxMinOver (OMMO) is a simple incremental algorithm for one-class support vector classification. We propose several enhancements and heuristics for improving model select...
Fabian Timm, Sascha Klement, Thomas Martinetz
JMLR
2006
91views more  JMLR 2006»
13 years 5 months ago
QP Algorithms with Guaranteed Accuracy and Run Time for Support Vector Machines
We describe polynomial
Don R. Hush, Patrick Kelly, Clint Scovel, Ingo Ste...
DAM
2008
83views more  DAM 2008»
13 years 5 months ago
Multi-group support vector machines with measurement costs: A biobjective approach
Support Vector Machine has shown to have good performance in many practical classification settings. In this paper we propose, for multi-group classification, a biobjective optimi...
Emilio Carrizosa, Belen Martin-Barragan, Dolores R...
ICML
2008
IEEE
14 years 6 months ago
Stopping conditions for exact computation of leave-one-out error in support vector machines
We propose a new stopping condition for a Support Vector Machine (SVM) solver which precisely reflects the objective of the Leave-OneOut error computation. The stopping condition ...
Klaus-Robert Müller, Pavel Laskov, Vojtech Fr...