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Author:

Li, Yujian (Li, Yujian.) | Leng, Qiangkui (Leng, Qiangkui.)

Indexed by:

EI Scopus SCIE

Abstract:

Multiconlitron is a general framework for designing piecewise linear classifiers, but it may contain a relatively large number of conlitrons and linear functions. Based on the concept of maximal convexly separable subset (MCSS), we propose alternating multiconlitron as a novel framework for piecewise linear classification. Using the support alternating multiconlitron algorithm, an alternating multiconlitron can be constructed as a series of conlitrons alternately from a subset of one class to the MCSS of the other class. Experimental results show that in practice an alternating multiconlitron generally has a much simpler structure than a corresponding multiconlitron, performing very fast in testing phase with similar or better accuracies. (C) 2014 Elsevier Ltd. All rights reserved.

Keyword:

Alternating multiconlitron Support alternating multiconlitron algorithm Multiconlitron Piecewise linear classifier Maximal convexly separable subset

Author Community:

  • [ 1 ] [Li, Yujian]Beijing Univ Technol, Coll Comp Sci, Beijing 100124, Peoples R China
  • [ 2 ] [Leng, Qiangkui]Beijing Univ Technol, Coll Comp Sci, Beijing 100124, Peoples R China

Reprint Author's Address:

  • 李玉鑑

    [Li, Yujian]Beijing Univ Technol, Coll Comp Sci, Beijing 100124, Peoples R China

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Source :

PATTERN RECOGNITION

ISSN: 0031-3203

Year: 2015

Issue: 3

Volume: 48

Page: 968-975

8 . 0 0 0

JCR@2022

ESI Discipline: ENGINEERING;

ESI HC Threshold:174

JCR Journal Grade:1

CAS Journal Grade:2

Cited Count:

WoS CC Cited Count: 11

SCOPUS Cited Count: 11

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 4

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