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Multi-parametric solution-path algorithm for instance-weighted support vector machines

Published • Sep 1, 2011
NobleIDNI9P09W78R83S55
Authors:
Masayuki Karasuyama
,
Naoyuki Harada
,
Masashi Sugiyama

Abstract

An instance-weighted variant of the support vector machine (SVM) has attracted considerable attention recently since they are useful in various machine learning tasks such as non-stationary data analysis, heteroscedastic data modeling, transfer learning, learning to rank, and transduction. An import...

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