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Approximate membership localization (AML) for web-based join

Published: 26 October 2010 Publication History

Abstract

In this paper, we propose a search-based approach to join two tables in the absence of clean join attributes. Non-structured documents from the web are used to express the correlations between a given query and a reference list. To implement this approach, a major challenge we meet is how to efficiently determine the number of times and the locations of each clean reference from the reference list that is approximately mentioned in the retrieved documents. We formalize the Approximate Membership Localization (AML) problem and propose an efficient partial pruning algorithm to solve it. A study using real-word data sets demonstrates the effectiveness of our search-based approach, and the efficiency of our AML algorithm.

References

[1]
S. Agrawal, K. Chakrabarti, S. Chaudhuri, V. Ganti, A. Konig, and D. Xin. Exploiting web search engines to search structured databases. In Proceedings of the 18th international conference on World wide web, pages 501--510. New York, NY, USA, 2009.
[2]
K. Chakrabarti, S. Chaudhuri, V. Ganti, and D. Xin. An efficient filter for approximate membership checking. In Proceedings of the 2008 ACM SIGMOD international conference on Management of data, pages 805--818, 2008.
[3]
K. Jarvelin and J. Kekalainen. Cumulated gain-based evaluation of IR techniques. ACM Transactions on Information Systems (TOIS), 20(4):446, 2002.
[4]
X. M. Jiaheng Lu, Jialong Han. Efficient Algorithms for Approximate Member Extraction Using Signature-based Inverted Lists. In Proceedings of the 18th International Conference on Information and Knowledge Management, 2009.
[5]
N. Koudas, S. Sarawagi, and D. Srivastava. Record linkage: similarity measures and algorithms. In Proceedings of the 2006 ACM SIGMOD international conference on Management of data, page 803, 2006.
[6]
C. Manning and H. Schutze. Foundations of statistical natural language processing. MIT Press, 2002.

Cited By

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  • (2013)AMLIEEE Transactions on Knowledge and Data Engineering10.1109/TKDE.2011.17825:2(298-310)Online publication date: 1-Feb-2013
  • (2011)Learning-based relevance feedback for web-based relation completionProceedings of the 20th ACM international conference on Information and knowledge management10.1145/2063576.2063796(1535-1540)Online publication date: 24-Oct-2011

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    cover image ACM Conferences
    CIKM '10: Proceedings of the 19th ACM international conference on Information and knowledge management
    October 2010
    2036 pages
    ISBN:9781450300995
    DOI:10.1145/1871437
    Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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    New York, NY, United States

    Publication History

    Published: 26 October 2010

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    Author Tags

    1. aml
    2. approximate join
    3. approximate membership localization
    4. web-based join

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    • (2013)AMLIEEE Transactions on Knowledge and Data Engineering10.1109/TKDE.2011.17825:2(298-310)Online publication date: 1-Feb-2013
    • (2011)Learning-based relevance feedback for web-based relation completionProceedings of the 20th ACM international conference on Information and knowledge management10.1145/2063576.2063796(1535-1540)Online publication date: 24-Oct-2011

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