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作者:

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

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摘要:

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.

关键词:

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

作者机构:

  • [ 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

通讯作者信息:

  • 李玉鑑

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

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来源 :

PATTERN RECOGNITION

ISSN: 0031-3203

年份: 2015

期: 3

卷: 48

页码: 968-975

8 . 0 0 0

JCR@2022

ESI学科: ENGINEERING;

ESI高被引阀值:114

JCR分区:1

中科院分区:2

被引次数:

WoS核心集被引频次: 10

SCOPUS被引频次: 11

ESI高被引论文在榜: 0 展开所有

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中文被引频次:

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