Construction of Web-Based, Service-Oriented Information Networks: A Data Mining Perspective - (Abstract)

Mining directly on the existing networks formed by explicit webpage links on the World-Wide Web may not be so fruitful due to the diversity and semantic heterogeneity of such web-links. However, construction of service-oriented, semi-structured information networks from the Web and mining on such networks may lead to many exciting discoveries of useful information on the Web. This talk will discuss this direction and its associated research opportunities.

[1]  Yizhou Sun,et al.  Ranking-based clustering of heterogeneous information networks with star network schema , 2009, KDD.

[2]  Sergey Brin,et al.  The Anatomy of a Large-Scale Hypertextual Web Search Engine , 1998, Comput. Networks.

[3]  Yizhou Sun,et al.  Mining Heterogeneous Information Networks: Principles and Methodologies , 2012, Mining Heterogeneous Information Networks: Principles and Methodologies.

[4]  Yizhou Sun,et al.  WINACS: construction and analysis of web-based computer science information networks , 2011, SIGMOD '11.

[5]  Charu C. Aggarwal,et al.  Relation Strength-Aware Clustering of Heterogeneous Information Networks with Incomplete Attributes , 2012, Proc. VLDB Endow..

[6]  Philip S. Yu,et al.  PathSim , 2011, Proc. VLDB Endow..

[7]  Charu C. Aggarwal,et al.  Co-author Relationship Prediction in Heterogeneous Bibliographic Networks , 2011, 2011 International Conference on Advances in Social Networks Analysis and Mining.

[8]  Jiawei Han,et al.  Ranking-based classification of heterogeneous information networks , 2011, KDD.

[9]  Yizhou Sun,et al.  Graph Regularized Transductive Classification on Heterogeneous Information Networks , 2010, ECML/PKDD.

[10]  Jiawei Han,et al.  Mining advisor-advisee relationships from research publication networks , 2010, KDD.

[11]  Donato Malerba,et al.  Growing parallel paths for entity-page discovery , 2011, WWW.

[12]  Yizhou Sun,et al.  RankClus: integrating clustering with ranking for heterogeneous information network analysis , 2009, EDBT '09.