en-de
en-es
en-fr
en-sl
en
en-zh
0.25
0.5
0.75
1.25
1.5
1.75
2
Social recommender systems: a graphical model based approach
Published on Aug 04, 20116721 Views
Related categories
Chapter list
Social Recommender Systems: A Graphical Model Based Approach00:00
Overview - 101:00
Picture01:03
Web02:07
Overview - 205:43
Graphical Models06:42
Language Modelling11:11
LDA14:12
... and then ...17:12
Overview - 318:05
Demo18:24
Project Emporia Pipeline24:46
Overview - 430:38
Large scale personal recommendations31:08
The Challenge with Recommendtaion Systems31:32
Matchbox33:55
Matchbox: Graphical Model35:31
Map Sparse Features to "Trait" Space38:18
Matchbox Inference39:44
User/Item Trait Space41:22
Netflix - 100,000,000 ratings42:44
Matchbox: Challenges44:39
Overview - 548:45
BiLDA 49:10
The Matrix: Graphical Model52:57
The Challenge with Recommendation System53:47
Matrix Factorization - Generalization?53:56
soft clustering54:49
Positive Training Data Only56:34
Fast Indexing57:32
Explaining Recommendations58:32
The Matrix: Graphical Model59:13
Current & Future Work01:00:17
Project Emporia01:02:02