Exploring the power of links in data mining

Jiawei Han

doi:10.1007/978-3-540-72524-4_2

Exploring the power of links in data mining

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Abstract

Algorithms like PageRank and HITS have been developed in late 1990s to explore links among Web pages to discover authoritative pages and hubs. Links have also been popularly used in citation analysis and social network analysis. We show that the power of links can be explored thoroughly in data mining, such as classification, clustering, information integration, and object distinction. Some recent results of our research that explore the crucial information hidden inside links will be introduced, including (1) multi-relational classification, (2) user-guided clustering, (3) link-based clustering, and (4) object distinction analysis. The power of links in other analysis tasks will also be discussed in the talk.

Original language	English (US)
Title of host publication	Advances in Data and Web Management - Joint 9th Asia-Pacific Web Conference, APWeb 2007 and 8th International Conference on Web-Age Information Management, WAIM 2007, Proceedings
Publisher	Springer
Pages	2
Number of pages	1
ISBN (Print)	9783540724834
DOIs	https://doi.org/10.1007/978-3-540-72524-4_2
State	Published - 2007
Event	Joint 9th Asia-Pacific Web Conference on Advances in Data and Web Management, APWeb 2007 and 8th International Conference on Web-Age Information Management, WAIM 2007 - Huang Shan, China Duration: Jun 16 2007 → Jun 18 2007

Publication series

Name	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume	4505 LNCS
ISSN (Print)	0302-9743
ISSN (Electronic)	1611-3349

Other

Other	Joint 9th Asia-Pacific Web Conference on Advances in Data and Web Management, APWeb 2007 and 8th International Conference on Web-Age Information Management, WAIM 2007
Country/Territory	China
City	Huang Shan
Period	6/16/07 → 6/18/07

ASJC Scopus subject areas

Theoretical Computer Science
Computer Science(all)

Online availability

10.1007/978-3-540-72524-4_2

Library availability

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Cite this

Han, J. (2007). Exploring the power of links in data mining. In Advances in Data and Web Management - Joint 9th Asia-Pacific Web Conference, APWeb 2007 and 8th International Conference on Web-Age Information Management, WAIM 2007, Proceedings (pp. 2). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 4505 LNCS). Springer. https://doi.org/10.1007/978-3-540-72524-4_2

Exploring the power of links in data mining. / Han, Jiawei.
Advances in Data and Web Management - Joint 9th Asia-Pacific Web Conference, APWeb 2007 and 8th International Conference on Web-Age Information Management, WAIM 2007, Proceedings. Springer, 2007. p. 2 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 4505 LNCS).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Han, J 2007, Exploring the power of links in data mining. in Advances in Data and Web Management - Joint 9th Asia-Pacific Web Conference, APWeb 2007 and 8th International Conference on Web-Age Information Management, WAIM 2007, Proceedings. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 4505 LNCS, Springer, pp. 2, Joint 9th Asia-Pacific Web Conference on Advances in Data and Web Management, APWeb 2007 and 8th International Conference on Web-Age Information Management, WAIM 2007, Huang Shan, China, 6/16/07. https://doi.org/10.1007/978-3-540-72524-4_2

Han J. Exploring the power of links in data mining. In Advances in Data and Web Management - Joint 9th Asia-Pacific Web Conference, APWeb 2007 and 8th International Conference on Web-Age Information Management, WAIM 2007, Proceedings. Springer. 2007. p. 2. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)). doi: 10.1007/978-3-540-72524-4_2

Han, Jiawei. / Exploring the power of links in data mining. Advances in Data and Web Management - Joint 9th Asia-Pacific Web Conference, APWeb 2007 and 8th International Conference on Web-Age Information Management, WAIM 2007, Proceedings. Springer, 2007. pp. 2 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).

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Exploring the power of links in data mining

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