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Learning Sparse Representations of High Dimensional Data on Large Scale Dictionaries
Published on Jan 25, 20129785 Views
Learning sparse representations on data adaptive dictionaries is a state-of-the-art method for modeling data. But when the dictionary is large and the data dimension is high, it is a computationally c
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Chapter list
Learning Sparse Representa.ons of High Dimensional Data on Large Scale Dic.onaries00:00
Outline - 100:15
Sparse Representations: Why? - 100:38
Sparse Representations: Why? - 201:10
Sparse Representations: Why? - 301:19
Sparse Representations: Why? - 401:38
Sparse Representations: Why? - 501:59
Sparse Representations: How? - 102:21
Sparse Representations: How? - 202:36
Sparse Representations: How? - 302:43
Examples - 103:20
Examples - 204:04
Examples - 304:51
Outline - 205:07
Solving One Lasso Problem05:25
Screening Tests - 106:15
Screening Tests - 206:58
Screening Tests - 307:19
Speed Up Lasso - 107:48
Speed Up Lasso - 208:19
Speed Up Lasso - 308:30
Speed Up Lasso - 408:38
Speed Up Lasso - 508:51
Fast and Online - 109:06
Fast and Online - 209:32
Fast and Online - 309:48
Fast and Online - 410:50
The Math Behind the Tests - 110:52
The Math Behind the Tests - 211:16
The Math Behind the Tests - 311:57
Outline - 312:29
Tree Structured Dictionaries - 113:00
Tree Structured Dictionaries - 213:35
Tree Structured Dictionaries - 314:15
Random Projections - 114:22
Random Projections - 214:52
Random Projections - 314:53
Evaluation: Time and Quality15:13
Conclusion15:46
Acknowledgements16:17