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  GRAFFITI: Node Labeling in Heterogeneous Networks

Angelova, R., Kasneci, G., Suchanek, F. M., & Weikum, G. (2009). GRAFFITI: Node Labeling in Heterogeneous Networks. In Proceedings of the 18th International World Wide Web Conference (pp. 1087-1088). New York, NY: ACM. doi:10.1145/1526709.1526869.

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Item Permalink: https://hdl.handle.net/11858/00-001M-0000-000F-191B-9 Version Permalink: https://hdl.handle.net/11858/00-001M-0000-0024-37EF-7
Genre: Conference Paper
Latex : {GRAFFITI}: Node Labeling in Heterogeneous Networks

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 Creators:
Angelova, Ralitsa1, Author           
Kasneci, Gjergji1, Author           
Suchanek, Fabian M.1, Author           
Weikum, Gerhard1, Author           
Affiliations:
1Databases and Information Systems, MPI for Informatics, Max Planck Society, ou_24018              

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 Abstract: We introduce a multi-label classification model and algorithm for labeling heterogeneous networks, where nodes belong to different types and different types have different sets of classification labels. We present a graph-based approach which models the mutual influence between nodes in the network as a random walk. When viewing class labels as ``colors'', the random surfer is ``spraying'' different node types with different color palettes; hence the name Graffiti. We demonstrate the performance gains of our method by comparing it to three state-of-the-art techniques for graph-based classification.

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Language(s): eng - English
 Dates: 20092009
 Publication Status: Issued
 Pages: -
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 Table of Contents: -
 Rev. Type: -
 Identifiers: eDoc: 520422
Other: Local-ID: C1256DBF005F876D-97807CA906DC9E24C1257597002E8BE6-Angelova2009
DOI: 10.1145/1526709.1526869
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Title: 18th International World Wide Web Conference
Place of Event: Madrid, Spain
Start-/End Date: 2009-04-20 - 2009-04-24

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Title: Proceedings of the 18th International World Wide Web Conference
  Abbreviation : WWW 2009
Source Genre: Proceedings
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Publ. Info: New York, NY : ACM
Pages: - Volume / Issue: - Sequence Number: - Start / End Page: 1087 - 1088 Identifier: ISBN: 978-1-60558-487-4