Reduced twin support vector regression

Mittul Singh

doi:10.1016/j.neucom.2010.11.003

Reduced twin support vector regression

2011-04-01

35

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DOI：10.1016/j.neucom.2010.11.003

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We propose the reduced twin support vector regressor (RTSVR) that uses the notion of rectangular kernels to obtain significant improvements in execution time over the twin support vector regressor (TSVR), thus facilitating its application to larger sized datasets. (C) 2011 Elsevier B.V. All rights reserved.

Keyword:

Support vector machines

Regression

Function approximation

SVM

Kernels

Rectangular kernels

Reduced twin support vector regression

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