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Asian Journal of Information Technology

ISSN: Online 1993-5994
ISSN: Print 1682-3915
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PKSVR: A Novel Prior Knowledge-based Support Vector Regression

Wensen An and Yanguang Sun
Page: 978-980 | Received 21 Sep 2022, Published online: 21 Sep 2022

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Abstract

Standard formulation of support vector regression is first introduced, and then a modification of classical support vector regression is discussed detailedly by incorporating prior knowledge in the form of inequalities to be satisfied by the desired regression function as a means of compensating for a shortage of training data. Experimental result shows that the proposed method can significantly improve the performance of support vector regression.


How to cite this article:

Wensen An and Yanguang Sun . PKSVR: A Novel Prior Knowledge-based Support Vector Regression.
DOI: https://doi.org/10.36478/ajit.2005.978.980
URL: https://www.makhillpublications.co/view-article/1682-3915/ajit.2005.978.980