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ESA
2010
Springer
227views Algorithms» more  ESA 2010»
13 years 5 months ago
Approximating Parameterized Convex Optimization Problems
We consider parameterized convex optimization problems over the unit simplex, that depend on one parameter. We provide a simple and efficient scheme for maintaining an -approximat...
Joachim Giesen, Martin Jaggi, Sören Laue
CORR
2008
Springer
113views Education» more  CORR 2008»
13 years 4 months ago
Robustness, Risk, and Regularization in Support Vector Machines
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...
Huan Xu, Shie Mannor, Constantine Caramanis
ADCM
2000
61views more  ADCM 2000»
13 years 4 months ago
Regularization Networks and Support Vector Machines
Theodoros Evgeniou, Massimiliano Pontil, Tomaso Po...
CORR
2011
Springer
163views Education» more  CORR 2011»
12 years 8 months ago
Suboptimal Solution Path Algorithm for Support Vector Machine
We consider a suboptimal solution path algorithm for the Support Vector Machine. The solution path algorithm is an effective tool for solving a sequence of a parametrized optimiz...
Masayuki Karasuyama, Ichiro Takeuchi