An improved BP algorithm for pattern recognition

SEMI OpenIR > 中国科学院半导体研究所（2009年前）

	An improved BP algorithm for pattern recognition
	Zeng YJ; Wang XD; Wang SJ; Zeng YJ Chinese Acad Sci Inst Semicond POB 912 Beijing 100083 Peoples R China.
	1998
会议名称	4th International Conference on Signal Processing (ICSP 98)
会议录名称	ICSP '98: 1998 FOURTH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, PROCEEDINGS, VOLS I AND II
页码	1327-1330
会议日期	OCT 12-16, 1998
会议地点	BEIJING, PEOPLES R CHINA
出版地	345 E 47TH ST, NEW YORK, NY 10017 USA
出版者	IEEE
ISBN	0-7803-4325-5
部门归属	chinese acad sci, inst semicond, beijing 100083, peoples r china
摘要	An improved BP algorithm for pattern recognition is proposed in this paper. By a function substitution for error measure, it resolves the inconsistency of BP algorithm for pattern recognition problems, i.e. the quadratic error is not sensitive to whether the training pattern is recognized correctly or not. Trained by this new method, the computer simulation result shows that the convergence speed is increased to treble and performance of the network is better than conventional BP algorithm with momentum and adaptive step size.
关键词	Bp Algorithm Pattern Recognition Neural Network Misclassification Rate
学科领域	人工智能
主办者	Chinese Inst Electr.; Signal Proc Soc.; IEEE Signal Proc Soc.; Inst Elect Engineers.; Union Radio Sci Int.; IEEE Beijing Sect.; Natl Nat Sci Fdn China.; CIE Comm URSI.; IEEE Comp Soc Beijing Chapter.; IEEE SP Soc Beijing Chapter.
收录类别	CPCI-S
语种	英语
文献类型	会议论文
条目标识符	http://ir.semi.ac.cn/handle/172111/13839
专题	中国科学院半导体研究所（2009年前）
通讯作者	Zeng YJ Chinese Acad Sci Inst Semicond POB 912 Beijing 100083 Peoples R China.
推荐引用方式 GB/T 7714	Zeng YJ,Wang XD,Wang SJ,et al. An improved BP algorithm for pattern recognition[C]. 345 E 47TH ST, NEW YORK, NY 10017 USA:IEEE,1998:1327-1330.

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