标题:A novel classification method using the combination of FDPS and flexible neural tree
作者:Yang, Bo; Wang, Lin; Chen, Zhenxiang; Chen, Yuehui; Sun, Runyuan
通讯作者:Yang, B
作者机构:[Yang, Bo; Chen, Zhenxiang; Chen, Yuehui; Sun, Runyuan] Univ Jinan, Sch Informat Sci & Engn, Jinan 250022, Peoples R China.; [Wang, Lin] Shandong Un 更多
会议名称:2nd International Conference on Bio-Inspired Computing
会议日期:SEP 14-17, 2007
来源:NEUROCOMPUTING
出版年:2010
卷:73
期:4-6
页码:690-699
DOI:10.1016/j.neucom.2009.11.014
关键词:Classification; Further division of partition space; Flexible neural; tree
摘要:The combination of Further Division of Partition Space (FDPS) and Flexible Neural Tree (FNT) is proposed to improve the neural network classification performance. FDPS, which divides partition space into many partitions that will attach to different classes automatically, is a novel technique for neural network classification. FNT is a neural network's structure which uses flexible tree model. The proposed method combines FDPS and FNT to overcome their respective problems by using the other's merit. In order to evaluate the performance of this method, four well-known data sets are used for classification test. Experiment results have shown that this method has favorable performance. (C) 2010 Elsevier B.V. All rights reserved.
收录类别:CPCI-S;EI;SCOPUS;SCIE
WOS核心被引频次:5
Scopus被引频次:7
资源类型:会议论文;期刊论文
原文链接:https://www.scopus.com/inward/record.uri?eid=2-s2.0-75749126067&doi=10.1016%2fj.neucom.2009.11.014&partnerID=40&md5=226f9bcd62223b4874a90c8b76b6947a
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