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93
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ALT
1999
Springer
15 years 6 months ago
A Note on Support Vector Machine Degeneracy
Ryan M. Rifkin, Massimiliano Pontil, Alessandro Ve...
118
Voted
EUROCOLT
1999
Springer
15 years 6 months ago
Entropy Numbers, Operators and Support Vector Kernels
Robert C. Williamson, Alex J. Smola, Bernhard Sch&...
110
Voted
ML
2002
ACM
180views Machine Learning» more  ML 2002»
15 years 2 months ago
Gene Selection for Cancer Classification using Support Vector Machines
Isabelle Guyon, Jason Weston, Stephen Barnhill, Vl...
88
Voted
ML
2002
ACM
106views Machine Learning» more  ML 2002»
15 years 2 months ago
Statistical Properties and Adaptive Tuning of Support Vector Machines
Yi Lin, Grace Wahba, Hao Zhang, Yoonkyung Lee
152
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ICML
2005
IEEE
16 years 3 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