Structured Prediction: A Large Margin Approach00:00
Cartoon00:53
Handwriting Recognition01:25
Object Segmentation01:52
Natural Language Parsing02:13
Bilingual Word Alignment02:35
Protein Structure and Disulfide Bridges03:37
Local Prediction - 104:49
Local Prediction - 206:09
Structured Prediction - 107:27
Structured Prediction - 207:47
Outline - 108:27
Structured Models09:54
Chain Markov Net (aka CRF*) - 114:42
Chain Markov Net (aka CRF*) - 219:13
Associative Markov Nets21:30
CFG Parsing23:24
Bilingual Word Alignment25:46
Disulfide Bonds: Non-Bipartite Matching27:23
Scoring Function27:48
Structured Models28:31
Supervised Structured Prediction33:13
Outline - 235:45
OCR Example35:47
Parsing Example36:49
Alignment Example37:05
Structured Loss37:13
Large Margin Estimation - 1 39:08
Large Margin Estimation - 240:26
Large Margin Estimation - 341:43
Min-Max Formulation - 143:45
Outline - 345:55
y ⇒z Map for Markov Nets46:14
Markov Net Inference LP48:42
Associative MN Inference LP54:45
CFG Chart01:00:10
CFG Inference LP01:01:28
Matching Inference LP01:03:39
LP Duality01:05:13
Min-Max Formulation - 201:06:22
Min-Max Formulation Summary01:08:46
Unfactored Primal/Dual01:15:16
Factored Primal/Dual01:16:47
The Connection01:17:50
Duals and Kernels01:21:26
Alternatives: Perceptron01:22:22
Alternatives: Constraint Generation01:24:27
Handwriting Recognition01:26:09
Hypertext Classification01:27:17
3D Mapping - 101:28:09
3D Mapping - 201:28:27
3D Mapping - 301:28:29
3D Mapping - 401:28:35
3D Mapping - 501:28:40
Segmentation Results01:28:41
Fly-Through01:30:42
Word Alignment Results01:30:44
