0.25
0.5
0.75
1.25
1.5
1.75
2
Mining Heterogeneous Information Networks
Published on Sep 27, 20137609 Views
Most objects and data in the real world are of multiple types, interconnected, forming complex, heterogeneous but often semi-structured information networks. However, most network science researchers
Related categories
Chapter list
Mining Heterogeneous Information Networks00:00
Dissertation Title: Mining Heterogeneous Information Networks02:24
Information Networks Are Everywhere03:19
Homogeneous Networks - 103:52
Homogeneous Networks - 204:54
Heterogeneous Networks Are Ubiquitous06:36
Major Contributions07:12
What Can be Mined from Heterogeneous Networks?08:31
Outline - 109:37
Principles of Mining Heterogeneous Information Networks09:45
Outline - 212:21
RankClus [EDBT’09]: Ranking-based Clustering on Bi-Typed Networks12:25
NetClus [KDD’09]: Ranking-based Clustering on Star Networks15:24
Outline - 316:54
Similarity Search: Find Similar Objects in Networks [VLDB’11]16:55
Network Schema and Meta-Path17:21
Different Meta-Paths Tell Different Semantics17:46
Some Meta-Path Is "Better" Than Others19:06
PathSim: Similarity in Terms of "Peers"19:29
Only PathSimCan Find Peers19:32
Find Academic Peers by PathSim20:07
PathPredict: Meta-Path-Based Co-authorship Prediction in DBLP [ASONAM’11]20:59
The Power of PathPredict22:31
When Will It Happen? [WSDM’12]24:15
The Relationship Building Time Prediction Model25:39
Author Citation Time Prediction in DBLP25:50
Outline - 426:37
Relation Strength-Aware Clustering of Heterogeneous InfoNetwith Incomplete Attributes [VLDB’12]27:23
Incomplete Attributes27:45
The Links Help!28:30
The Basic Assumption of Linked Objects28:40
Integrating Meta-Path Selection with User-Guided Object Clustering [KDD’12]28:55
The Role of User Guidance29:15
The Problem of User-Guided Clustering with Meta-Path Selection [KDD’12]29:16
DBLP-Clustering Venues According to Research Areas29:17
Yelp-Clustering Yelp Restaurants into Categories29:19
Funding Sources29:23
My Other Work29:25
Outline - 529:49
Conclusion29:51
Visions and Long Term Goals30:14
Untitled30:22