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127
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NIPS
2003
15 years 4 months ago
1-norm Support Vector Machines
The standard 2-norm SVM is known for its good performance in twoclass classi£cation. In this paper, we consider the 1-norm SVM. We argue that the 1-norm SVM may have some advanta...
Ji Zhu, Saharon Rosset, Trevor Hastie, Robert Tibs...
112
Voted
PARCO
2003
15 years 4 months ago
Parallel Decomposition Approaches for Training Support Vector Machines
Thomas Serafini, Gaetano Zanghirati, Luca Zanni
96
Voted
ESANN
2000
15 years 3 months ago
Support Vector Committee Machines
Abstract. This paper proposes a mathematical programming framew ork for combining SVMs with possibly di erent kernels. Compared to single SVMs, the advantage of this approach is tw...
Dominique Martinez, Gilles Millerioux
NIPS
1996
15 years 3 months ago
Support Vector Regression Machines
Harris Drucker, Christopher J. C. Burges, Linda Ka...