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» Relative Margin Machines

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JMLR
2012

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A metric learning perspective of SVM: on the relation of LMNN and SVM

11 years 10 months ago

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Support Vector Machines, SVMs, and the Large Margin Nearest Neighbor algorithm, LMNN, are two very popular learning algorithms with quite diﬀerent learning biases. In this paper...

Huyen Do, Alexandros Kalousis, Jun Wang, Adam Wozn...

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COMBINATORICA
2010

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Asymptotic enumeration of integer matrices with large equal row and column sums

13 years 1 months ago

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Let s, t, m, n be positive integers such that sm = tn. Let M(m, s; n, t) be the number of m

E. Rodney Canfield, Brendan D. McKay

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AAAI
2006

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Robust Support Vector Machine Training via Convex Outlier Ablation

13 years 8 months ago

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One of the well known risks of large margin training methods, such as boosting and support vector machines (SVMs), is their sensitivity to outliers. These risks are normally mitig...

Linli Xu, Koby Crammer, Dale Schuurmans

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ICML
1997
IEEE

142views Machine Learning» more ICML 1997»

Boosting the margin: A new explanation for the effectiveness of voting methods

14 years 8 months ago