video thumbnail
Pause
Mute
Subtitles
Playback speed
0.25
0.5
0.75
1
1.25
1.5
1.75
2
Full screen

Exponential Families in Feature Space - Part 6

Published on 2007-02-254040 Views

In this introductory course we will discuss how log linear models can be extended to feature space. These log linear models have been studied by statisticians for a long time under the name of exponen

Related categories

Presentation

Gaussian Processes00:02
Our Model and GP04:17
Representer Theorem13:22
GP and Missing Variables14:46
Conjugate Priors15:03
Novelty Detection15:05
Optimization Problems25:18
Odds Ratio31:32
Multiclass SVM33:17
Multiclass SVM - II41:34
Optimal Separating Hyperplane42:17
Introducing Slack45:44
Dual Problem47:46
Another Formulation48:16
A Laundry List48:21
Odds Ratio and Missing Vars48:27
Constrained CCCP50:47