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动态系统应用中希尔伯特空间嵌入的条件分布

Hilbert Space Embeddings of Conditional Distributions with Applications to Dynamical Systems
课程网址: http://videolectures.net/icml09_song_hsec/  
主讲教师: Le Song
开课单位: 乔治亚理工学院
开课时间: 2009-08-26
课程语种: 英语
中文简介:
本文将希尔伯特空间嵌入方法推广到条件分布的处理中。这就引出了一种动态系统建模的非参数方法,并允许我们通过保持条件嵌入来更新动态系统的信念状态。我们的方法在域和它能处理的分布类型方面都非常通用,并且我们证明了我们的方法在各种动力系统中的有效性。我们期望希尔伯特空间嵌入\em条件分布将有广泛的应用,超越建模动力学系统。
课程简介: In this paper, we extend the Hilbert space embedding approach to handle conditional distributions. This leads us to a nonparametric method for modeling dynamical systems, and allows us to update the belief state of a dynamical system by maintaining a conditional embedding. Our method is very general in terms of both the domains and the types of distributions that it can handle, and we demonstrate the effectiveness of our method in various dynamical systems. We expect that Hilbert space embedding of {\em conditional} distributions will have wide applications beyond modeling dynamical systems.
关 键 词: 希尔伯特空间嵌入; 条件分布; 动力系统
课程来源: 视频讲座网
最后编审: 2021-01-30:nkq
阅读次数: 137