2326 search results - page 5 / 466 » Optimization on Support Vector Machines |
GECCO
2005
Springer
15 years 8 months ago
2005
Springer
117
Voted
CORR
2008
Springer
15 years 2 months ago
2008
Springer
We consider two new formulations for classification problems in the spirit of support vector machines based on robust optimization. Our formulations are designed to build in prote...
123
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ICML
2006
IEEE
16 years 3 months ago
2006
IEEE
If appropriately used, prior knowledge can significantly improve the predictive accuracy of learning algorithms or reduce the amount of training data needed. In this paper we intr...
108
Voted
COLT
2003
Springer
15 years 7 months ago
2003
Springer
We examine the so-called rigorous support vector machine (RSVM) approach proposed by Vapnik (1998). The formulation of RSVM is derived by explicitly implementing the structural ris...
99
Voted
ADMA
2005
Springer
15 years 8 months ago
2005
Springer
Abstract. This paper proposes a new support vector machine (SVM) with a robust loss function for data mining. Its dual optimal formation is also constructed. A gradient based algor...