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Gauging correct relative rankings for similarity search
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Yu, Weiren and McCann, Julie (2015) Gauging correct relative rankings for similarity search. In: CIKM '15: Proceedings of the 24th ACM International on Conference on Information and Knowledge, Melbourne , 19-23 Oct 2015. Published in: CIKM '15: Proceedings of the 24th ACM International on Conference on Information and Knowledge Management pp. 1791-1794. doi:10.1145/2806416.2806610 (In Press)
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WRAP-gauging-correct-relative-rankings-SimRank-Yu-2015.pdf - Accepted Version - Requires a PDF viewer. Download (708Kb) | Preview |
Official URL: http://dx.doi.org/10.1145/2806416.2806610
Abstract
One of the important tasks in link analysis is to quantify the similarity between two objects based on hyperlink structure. SimRank is an attractive similarity measure of this type. Existing work mainly focuses on absolute SimRank scores, and often harnesses an iterative paradigm to compute them. While these iterative scores converge to exact ones with the increasing number of iterations, it is still notoriously difficult to determine how well the relative orders of these iterative scores can be preserved for a given iteration. In this paper, we propose efficient ranking criteria that can secure correct relative orders of node-pairs with respect to SimRank scores when they are computed in an iterative fashion. Moreover, we show the superiority of our criteria in harvesting top-K SimRank scores and bucket orders from a full ranking list. Finally, viable empirical studies verify the usefulness of our techniques for SimRank top-K ranking and bucket ordering.
| Item Type: | Conference Item (Paper) | ||||
|---|---|---|---|---|---|
| Subjects: | Q Science > QA Mathematics > QA76 Electronic computers. Computer science. Computer software | ||||
| Divisions: | Faculty of Science > Computer Science | ||||
| Library of Congress Subject Headings (LCSH): | Electronic information resource searching, Link theory, SimRank, Graph theory | ||||
| Journal or Publication Title: | CIKM '15: Proceedings of the 24th ACM International on Conference on Information and Knowledge Management | ||||
| Publisher: | ACM | ||||
| Book Title: | Proceedings of the 24th ACM International on Conference on Information and Knowledge Management - CIKM '15 | ||||
| Official Date: | October 2015 | ||||
| Dates: |
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| Date of first compliant deposit: | 31 January 2020 | ||||
| Page Range: | pp. 1791-1794 | ||||
| DOI: | 10.1145/2806416.2806610 | ||||
| Status: | Peer Reviewed | ||||
| Publication Status: | In Press | ||||
| Publisher Statement: | © Author | ACM 2015 This is the author's version of the work. It is posted here for your personal use. Not for redistribution. The definitive Version of Record was published in CIKM '15: Proceedings of the 24th ACM International on Conference on Information and Knowledge Management, http://dx.doi.org/10.1145/2806416.2806610 | ||||
| Conference Paper Type: | Paper | ||||
| Title of Event: | CIKM '15: Proceedings of the 24th ACM International on Conference on Information and Knowledge | ||||
| Type of Event: | Conference | ||||
| Location of Event: | Melbourne | ||||
| Date(s) of Event: | 19-23 Oct 2015 |
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