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Iterative Algorithms for Collaborative Filtering with Mixture Models

Published on Feb 25, 20074892 Views

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Iterative Algorithms for Collaborative Filtering with Mixture Models00:00
Outline00:34
Outline: Introduction pt 100:46
Motivation00:48
Outline: Introduction pt 201:37
Mixture Model I01:40
Mixture Model II03:08
Mixture Model III03:19
Mixture Model VI03:48
Input Output04:12
Objective04:42
Methods05:20
First Method06:38
Second Method pt 107:05
Second Method pt 207:51
Too Simple08:14
Third Method08:41
Fourth Method08:50
Outline: Results pt 109:24
Tests09:25
Outline: Results pt 211:15
Generated Test Data11:19
Disjoint Model12:35
Partially Mixed Model13:58
Fully Mixed Model14:26
Outline: Results pt 315:05
Real Data15:07
Conclusions16:10
Future Work16:53
Questions?18:38