Recent development of Heterogeneous Information Networks From Meta-paths to Meta-graphs Yangqiu song Department of CSE, HKUST, Hong Kong 香港科技大學 THE HONG KONG UNIVERSITY OF SCIENCE AND TECHNOLOGY
Recent Development of Heterogeneous Information Networks: From Meta-paths to Meta-graphs Yangqiu Song Department of CSE, HKUST, Hong Kong 1
Homogeneous Graph/Networks Social Network Transportation Network Gene network Food network http:/lsnap.stanford,edu/higher-order/higher-order-sm-science16.pdf
Homogeneous Graph/Networks 2 Social Network Transportation Network Gene Network http://snap.stanford.edu/higher-order/higher-order-SM-science16.pdf Food Network
Heterogeneous Information Networks Yizhou Sun, Jiawei Han, et al. 2009-2012(UIUC Entity type mapping: V->A Link type mapping: E-> R reterences watche purchased http://web.cs.uclaedu/myzsun/tutorials.htm 名
Heterogeneous Information Networks • Yizhou Sun, Jiawei Han, et al., 2009-2012 (UIUC) – Entity type mapping: V -> A – Link type mapping: E -> R 3 http://web.cs.ucla.edu/~yzsun/Tutorials.htm
Modern social media Entities: Person Check-in location articles, etc Relations: Friends, Like, Check-in etc listen SHHIY
Modern Social Media • Entities: Person, Check-in location, Articles, etc. • Relations: Friends, Like, Check-in, etc. 4
Scholar networks Entities: Paper, Venue, Author, Keyword, etc Relations: Write, Attend Contain, etc erm Venue KDD PathSim Paper VLDB Author Venue Pa Author DBLP Bibliographic Network http://web.cs.uclaedu/myzsun/tutorials.htm
Scholar Networks • Entities: Paper, Venue, Author, Keyword, etc. • Relations: Write, Attend, Contain, etc. 5 Venue Paper Author DBLP Bibliographic Network http://web.cs.ucla.edu/~yzsun/Tutorials.htm