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Connections between the Lasso and Support Vector Machines
Published on Aug 26, 20136608 Views
We investigate the relation of two fundamental tools in machine learning and signal processing, that is the support vector machine (SVM) for classification, and the Lasso technique used in regression
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Connections between the Lasso and Support Vector Machines00:00
Outline00:27
SVM - 101:12
SVM - 201:34
SVM - 301:39
SVM - 401:46
SVM - 501:53
SVM - 602:09
SVM - 702:24
SVM - 802:29
SVM - 902:34
Polytope distance - 102:57
Polytope distance - 203:09
Polytope distance - 303:46
Polytope distance - 403:53
SVM variants - 105:07
SVM variants - 206:35
SVM variants - 307:06
Lasso - 108:00
Lasso - 208:53
Lasso - 309:22
Lasso - 409:48
Lasso - SVM - 110:53
Lasso - SVM - 211:24
Lasso - SVM - 311:48
Lasso - SVM - 412:08
Lasso - SVM - 512:49
Lasso - SVM - 613:52
Lasso - SVM - 714:08
Lasso - SVM - 814:19
Lasso - SVM - 914:24
Lasso - SVM - 1014:30
Lasso - SVM - 1114:31
Lasso - SVM - 1214:38
Lasso - SVM - 1314:51
Lasso - SVM - 1414:58
SVM - Lasso - 115:12
SVM - Lasso - 215:53
SVM - Lasso - 316:44
SVM - Lasso - 417:34
SVM - Lasso - 518:13
SVM - Lasso - 618:16
SVM - Lasso - 718:29
SVM - Lasso - 818:58
Implications - 121:26
Implications - 221:44
Implications - 322:30
Implications - 423:07
Implications - 523:18
Implications for SVMs - 123:52
Implications for SVMs - 224:41
Implications for SVMs - 325:46
Implications for SVMs - 426:31
Implications for SVMs - 526:55
Implications for SVMs - 627:08
Implications for SVMs - 727:11
Greedy Algorithms - 127:40
Greedy Algorithms - 228:33
Greedy Algorithms - 328:51
Greedy Algorithms - 429:14
Greedy Algorithms - 529:24
Greedy Algorithms - 629:33
Greedy Algorithms - 729:55
Greedy Algorithms - 830:30
Greedy Algorithms - 931:05
Thanks32:30