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Patterns in sets of points: the myriad virtues of eigenproblems
Published on Feb 25, 20075060 Views
2-"Patterns in sets of points: the myriad virtues of eigenproblems" :-) "In the second hour, one specific powerful type of optimization problem will be highlighted: the eigenvalue problem. A brief dis
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Patterns in sets of points the myriad virtues of eigenproblems00:01
Overview00:48
Remember…01:37
PCA02:31
PCA03:43
Relations between data sets04:34
Relations between data sets05:55
Eigenvalue problems06:32
Some notation07:49
PCA, PLS, CCA08:45
The data09:03
The data09:57
PCA on coupled data10:10
PCA on coupled data11:24
PCA on coupled data12:21
Partial Least Squares (PLS)12:39
Partial Least Squares (PLS)14:00
Partial Least Squares (PLS)15:24
Partial Least Squares (PLS)15:59
Partial Least Squares (PLS)17:08
Partial Least Squares (PLS)18:06
Canonical correlation analysis (CCA)18:27
Canonical correlation analysis (CCA)19:57
Canonical correlation analysis (CCA)20:18
Canonical correlation analysis (CCA)21:03
Canonical correlation analysis (CCA)21:09
PCA, PLS, CCA22:18
Regularization23:52
Regularization24:52
Regularized CCA25:10
Regularized CCA25:56
Regularized CCA26:10
Regularized CCA28:25
Regularized CCA28:42
FDA and RR30:49
FDA and RR32:39
Multi-way34:22
Multi-way CCA34:38
Multi-way CCA37:03
Regularized multi-way CCA38:40
Conclusions38:52