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ICML
2005
IEEE
15 years 10 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
AUSDM
2006
Springer
177views Data Mining» more  AUSDM 2006»
15 years 1 months ago
On The Optimal Working Set Size in Serial and Parallel Support Vector Machine Learning With The Decomposition Algorithm
The support vector machine (SVM) is a wellestablished and accurate supervised learning method for the classification of data in various application fields. The statistical learnin...
Tatjana Eitrich, Bruno Lang
ICIP
2002
IEEE
15 years 11 months ago
On the stability of support vector machines for face detection
Ioan Buciu, Constantine Kotropoulos, Ioannis Pitas
ICPR
2000
IEEE
15 years 11 months ago
Feature Selection for Support Vector Machines
Lothar Hermes, Joachim M. Buhmann