Location: EU Supported » PASCAL - Pattern Analysis, Statistical Modelling and Computational Learning » Machine Learning Summer School 2003 - Tübingen

Concentration Inequalities with Machine Learning Applications

author:Stéphane Boucheron, Laboratory for Computer Science, University of Paris-Sud 11
published: Feb. 25, 2007,   recorded: August 2003,   views: 150
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Slides

Slides
0:01 Concentration Inequalities with Machine Learning Applications
1:06 Organization
2:52 From exponential inequalities to concentration
2:54 Lecture I: from exponential inequalities to concentration
3:03 Lecture I: Roadmap
3:04 Appetizer
3:53 Appetizer
6:27 Appetizer
7:33 Appetizer
9:38 Appetizer
10:28 Appetizer
14:04 Motivations
14:19 Motivations
14:54 Motivations
15:48 Random interval packings
17:01 Random interval packings
17:35 Random interval packings
18:15 Random interval packings
19:22 Random interval packings
20:38 Random interval packings
23:22 Path to Bernstein inequality
26:41 Path to Bernstein inequality
27:58 Path to Bernstein inequality
28:15 Path to Bernstein inequality
29:05 Path to Bernstein inequality
32:00 Conventions
32:48 Conventions
32:53 Conventions
33:15 Conventions5
34:00 Conventions
35:44 Conventions
36:26 Efron-Stein inequality
37:33 Efron-Stein inequality
42:20 Efron-Stein inequality
43:28 Efron-Stein inequality
47:26 Efron-Stein inequality
48:37 Efron-Stein inequality
50:04 Application of Efron-Stein inequality

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