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» Properties of Support Vector Machines
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ESWA
2010
132views more  ESWA 2010»
15 years 1 months ago
Prediction of small non-coding RNA in bacterial genomes using support vector machines
Tzu-Hao Chang, Li-Ching Wu, Jun-Hong Lin, Hsien-Da...
JMLR
2010
100views more  JMLR 2010»
15 years 1 months ago
Ellipsoidal Support Vector Machines
Michinari Momma, Kohei Hatano, Hiroki Nakayama
JMLR
2008
104views more  JMLR 2008»
15 years 6 months ago
Nearly Uniform Validation Improves Compression-Based Error Bounds
This paper develops bounds on out-of-sample error rates for support vector machines (SVMs). The bounds are based on the numbers of support vectors in the SVMs rather than on VC di...
Eric Bax
COLT
2008
Springer
15 years 8 months ago
How Local Should a Learning Method Be?
We consider the question of why modern machine learning methods like support vector machines outperform earlier nonparametric techniques like kNN. Our approach investigates the lo...
Alon Zakai, Yaacov Ritov
INCDM
2010
Springer
152views Data Mining» more  INCDM 2010»
15 years 9 months ago
Spam Email Filtering Using Network-Level Properties
Abstract. Spam is serious problem that affects email users (e.g. phishing attacks, viruses and time spent reading unwanted messages). We propose a novel spam email filtering appr...
Paulo Cortez, André Correia, Pedro Sousa, M...