2016年
On the Singularity in Deep Neural Networks
Proceedings of the 23rd International Conference on Neural Information Processing, ICONIP2016-Kyoto, Part IV, LNCS
- 巻
- 9950
- 号
- 開始ページ
- 389
- 終了ページ
- 396
- 記述言語
- 英語
- 掲載種別
- 研究論文(国際会議プロシーディングス)
- DOI
- 10.1007/978-3-319-46681-1_47
- 出版者・発行元
- SPRINGER INT PUBLISHING AG
In this paper, we analyze a deep neural network model from the viewpoint of singularities. First, we show that there exist a large number of critical points introduced by a hierarchical structure in the deep neural network as straight lines. Next, we derive sufficient conditions for the deep neural network having no critical points introduced by a hierarchical structure.
- リンク情報
- ID情報
-
- DOI : 10.1007/978-3-319-46681-1_47
- ISSN : 0302-9743
- Web of Science ID : WOS:000389804700047