Statistical Aspects of Pattern Analysis
published: Feb. 25, 2007, recorded: October 2005, views: 489
Report a problem or upload filesIf you have found a problem with this lecture or would like to send us extra material, articles, exercises, etc., please use our ticket system to describe your request and upload the data.
Enter your e-mail into the 'Cc' field, and we will keep you updated with your request's status.
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.
Link this pageWould you like to put a link to this lecture on your homepage?
Go ahead! Copy the HTML snippet !