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A Novel Supervised Learning Based on Density

Year 2015, Issue: 1, 17 - 23, 01.01.2015

Umut Orhan Mahmut Hekim

Abstract

– Because prototype based classifiers are both easy and reasonable methods, there have been many studies on similarity based supervised learning. In order to detect each class region, they should not only appropriately locate the prototypes, but also deal with overfitting and instability. In this study, by considering all these criteria, we develop a new classifier method based on the prototypes selected from dense patterns. While the method determines details of the prototypes, it evades overfitting according to relation of the correct classification accuracy and the number of prototypes. Because of its similarity in point of architecture, we compare it with learning vector quantization (LVQ) method by using some synthetic and benchmark datasets. This comparison shows that our method is better than the other, and it may cause new suggestions on classification and some real applications

Keywords

– Supervised learning prototype classifier learning vector quantization (LVQ) overfitting

Year 2015, Issue: 1, 17 - 23, 01.01.2015

Umut Orhan Mahmut Hekim

Abstract

There are 0 citations in total.

Details

Other ID JA46VP52VJ
Journal Section Research Article
Authors

Umut Orhan

Mahmut Hekim

Publication Date January 1, 2015
Submission Date January 1, 2015
Published in Issue Year 2015 Issue: 1

Cite

APA Orhan, U., & Hekim, M. (2015). A Novel Supervised Learning Based on Density. Journal of New Theory(1), 17-23.
AMA Orhan U, Hekim M. A Novel Supervised Learning Based on Density. JNT. January 2015;(1):17-23.
Chicago Orhan, Umut, and Mahmut Hekim. “A Novel Supervised Learning Based on Density”. Journal of New Theory, no. 1 (January 2015): 17-23.
EndNote Orhan U, Hekim M (January 1, 2015) A Novel Supervised Learning Based on Density. Journal of New Theory 1 17–23.
IEEE U. Orhan and M. Hekim, “A Novel Supervised Learning Based on Density”, JNT, no. 1, pp. 17–23, January 2015.
ISNAD Orhan, Umut - Hekim, Mahmut. “A Novel Supervised Learning Based on Density”. Journal of New Theory 1 (January 2015), 17-23.
JAMA Orhan U, Hekim M. A Novel Supervised Learning Based on Density. JNT. 2015;:17–23.
MLA Orhan, Umut and Mahmut Hekim. “A Novel Supervised Learning Based on Density”. Journal of New Theory, no. 1, 2015, pp. 17-23.
Vancouver Orhan U, Hekim M. A Novel Supervised Learning Based on Density. JNT. 2015(1):17-23.


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