Dynamics of Learning In Hierarchical Models - Singularity and Milnor Attractor

摘要：

We study the dynamics of learning in a hierarchical model such as multilayer perceptron. Such a model includes singularities, which affects its dynamics seriously. The Milnor type attractors appear, because of the singularity. We will show its trajectories explicitly, and present the topological nature of the singularities.

关键词： Dynamics of learning On-line learning Multilayer-perceptron Singularity Milnor attractor

作者: Shun-ichi Amari Tomoko Ozeki Florent Cousseau Haikun Wei

作者单位: RIKEN Brain Science Institute, Saitama 351-0198, Japan

会议类型: 国际会议

会议名称: The Second International Conference on Cognitive Neurodynamics--2009(第二届国际认知神经动力学会议)

会议地点: 杭州

会议语种:英文

页码: 3-10

在线出版日期: 2009-11-15（万方平台首次上网日期，不代表论文的发表时间）