A constraints-embeded OBS process and conjugate gradient optimizing algorithm

Cui Juan Wu*, Dong Li, Tian Song

*此作品的通讯作者

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

The optimal brain surgeon(OBS) process is a high computing complexity post-training network pruning algorithm. A OBS conjugate gradient structure optimizing algorithm(c-OBS-CG) constraints embeded was designed which regarded the structure evaluating relationship as constraints and introduced it into neural network trainging target function, and aided by the mix process of Newton gradient and conjugate gradient. The simulation experiment verify its validity. It implements the parallel pruning of network training and OBS process, keeps both the accuracy of OBS procedure and highly-efficient regularization, raises the generalization performance of neural network.

源语言英语
主期刊名Proceedings - International Conference on Electrical and Control Engineering, ICECE 2010
23-26
页数4
DOI
出版状态已出版 - 2010
活动International Conference on Electrical and Control Engineering, ICECE 2010 - Wuhan, 中国
期限: 26 6月 201028 6月 2010

出版系列

姓名Proceedings - International Conference on Electrical and Control Engineering, ICECE 2010

会议

会议International Conference on Electrical and Control Engineering, ICECE 2010
国家/地区中国
Wuhan
时期26/06/1028/06/10

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