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» Ellipsoidal Support Vector Machines
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TNN
2011
104views more  TNN 2011»
14 years 8 months ago
Extended Input Space Support Vector Machine
—In some applications, the probability of error of a given classifier is too high for its practical application, but we are allowed to gather more independent test samples from ...
Ricardo Santiago-Mozos, Fernando Pérez-Cruz...
ESWA
2010
132views more  ESWA 2010»
14 years 8 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...
ACL
2011
14 years 5 months ago
Joint Training of Dependency Parsing Filters through Latent Support Vector Machines
Graph-based dependency parsing can be sped up significantly if implausible arcs are eliminated from the search-space before parsing begins. State-of-the-art methods for arc filt...
Colin Cherry, Shane Bergsma
JMLR
2008
104views more  JMLR 2008»
15 years 1 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