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模式分析的统计方面

Statistical Aspects of Pattern Analysis
课程网址: http://videolectures.net/aop05_taylor_sapa/  
主讲教师: John Shawe-Taylor
开课单位: 伦敦大学学院
开课时间: 2007-02-25
课程语种: 英语
中文简介:
摘要:本课程将介绍统计在模式分析中的作用,并讨论模式显著性与模式稳定性之间的区别。我们将继续讨论复合假设检验和Bonferroni修正。将引入浓度不等式并用于评估实证估计的统计可靠性。为了分析模式的稳定性,我们考虑了一致收敛。Rademacher复杂性将作为一个理论工具来讨论一致收敛的边界。
课程简介: Abstract: The lectures will introduce the role of statistics in pattern analysis with a discussion of the difference between pattern significance and pattern stability. We will go on to discuss composite hypothesis testing and the Bonferroni correction. Concentration inequalities will be introduced and used to assess the statistical reliability of empirical estimates. We move to consider uniform convergence in order to analyse pattern stability. Rademacher complexity will be discussed as a theoretical tool for the bounding of uniform convergence.
关 键 词: 模式分析; 统计方面
课程来源: 视频讲座网
最后编审: 2021-02-04:nkq
阅读次数: 36