Hausdorff Dimension of Multi-Layer Neural Networks
Hausdorff Dimension of Multi-Layer Neural Networks作者机构:Department of Applied Mathematics Feng Chia University Taichung Taiwan Department of Applied Mathematics National Dong Hwa University Hualien Taiwan
出 版 物:《Advances in Pure Mathematics》 (理论数学进展(英文))
年 卷 期:2013年第3卷第9期
页 面:9-14页
学科分类:07[理学] 0701[理学-数学] 070101[理学-基础数学]
主 题:Multi-Layer Neural Networks Hausdorff Dimension Sofic Shift Output Space
摘 要:This elucidation investigates the Hausdorff dimension of the output space of multi-layer neural networks. When the factor map from the covering space of the output space to the output space has a synchronizing word, the Hausdorff dimension of the output space relates to its topological entropy. This clarifies the geometrical structure of the output space in more details.