1292 search results - page 12 / 259 » An efficient method for simplifying support vector machines |
87
Voted
DAGM
2005
Springer
15 years 9 months ago
2005
Springer
133
Voted
OL
2007
15 years 3 months ago
2007
In this paper we construct the linear support vector machine (SVM) based on the nonlinear rescaling (NR) methodology (see [9, 11, 10] and references therein). The formulation of t...
126
Voted
JISE
2010
14 years 10 months ago
2010
In dealing with large datasets the reduced support vector machine (RSVM) was proposed for the practical objective to overcome the computational difficulties as well as to reduce t...
128
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ICML
2004
IEEE
16 years 4 months ago
2004
IEEE
We introduce a framework, which we call Divide-by-2 (DB2), for extending support vector machines (SVM) to multi-class problems. DB2 offers an alternative to the standard one-again...
142
Voted
ML
2002
ACM
15 years 3 months ago
2002
ACM
I describe a framework for interpreting Support Vector Machines (SVMs) as maximum a posteriori (MAP) solutions to inference problems with Gaussian Process priors. This probabilisti...