An improved BP algorithm for pattern recognition

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	An improved BP algorithm for pattern recognition
	Zeng YJ ; Wang XD ; Wang SJ
	1998
会议名称	4th international conference on signal processing (icsp 98)
会议日期	oct 12-16, 1998
会议地点	beijing, peoples r china
关键词	BP algorithm pattern recognition neural network misclassification rate
页码	1327-1330
通讯作者	zeng yj chinese acad sci inst semicond pob 912 beijing 100083 peoples r china.
中文摘要	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.
英文摘要	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.; 于2010-10-29批量导入; made available in dspace on 2010-10-29t06:37:12z (gmt). no. of bitstreams: 1 2997.pdf: 253233 bytes, checksum: d908859e12567303f2f3d201c394ef3e (md5) previous issue date: 1998; 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.; chinese acad sci, inst semicond, beijing 100083, peoples r china
收录类别	CPCI-S
会议主办者	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.
会议录	icsp '98: 1998 fourth international conference on signal processing, proceedings, vols i and ii
会议录出版者	ieee ; 345 e 47th st, new york, ny 10017 usa
会议录出版地	345 e 47th st, new york, ny 10017 usa
学科主题	人工智能
语种	英语
ISBN号	0-7803-4325-5
内容类型	会议论文
源URL	[http://ir.semi.ac.cn/handle/172111/13839]
专题	半导体研究所_中国科学院半导体研究所（2009年前）
推荐引用方式 GB/T 7714	Zeng YJ,Wang XD,Wang SJ. An improved BP algorithm for pattern recognition[C]. 见:4th international conference on signal processing (icsp 98). beijing, peoples r china. oct 12-16, 1998.