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Statistical neurodynamics for sequence processing neural networks with finite dilution

  • Pan Zhang
  • , Yong Chen*
  • *此作品的通讯作者
  • Lanzhou University

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

We extend the statistical neurodynamics to study transient dynamics of sequence processing neural networks with finite dilution, and the theoretical results are supported by extensive numerical simulations. It is found that the order parameter equations are completely equivalent to those of the Generating Functional Method, which means that crosstalk noise follows normal distribution even in the case of failure in retrieval process. In order to verify the gaussian assumption of crosstalk noise, we numerically obtain the cumulants of crosstalk noise, and third- and fourth-order cumulants are found to be indeed zero even in non-retrieval case.

源语言英语
主期刊名Advances in Neural Networks - ISNN 2007 - 4th International Symposium on Neural Networks, ISNN 2007, Proceedings
出版商Springer Verlag
1144-1152
页数9
版本PART 1
ISBN(印刷版)9783540723820
DOI
出版状态已出版 - 2007
已对外发布
活动4th International Symposium on Neural Networks, ISNN 2007 - Nanjing, 中国
期限: 3 6月 20077 6月 2007

出版系列

姓名Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
编号PART 1
4491 LNCS
ISSN(印刷版)0302-9743
ISSN(电子版)1611-3349

会议

会议4th International Symposium on Neural Networks, ISNN 2007
国家/地区中国
Nanjing
时期3/06/077/06/07

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