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On performance of topical opinion retrieval

Published: 19 July 2010 Publication History

Abstract

We investigate the effectiveness of both the standard evaluation measures and the opinion component for topical opinion retrieval. We analyze how relevance is affected by opinions by perturbing relevance ranking by the outcomes of opinion-only classifiers built by Monte Carlo sampling. Topical opinion rankings are obtained by either re-ranking or filtering the documents of a first-pass retrieval of topic relevance.
The proposed approach establishes the correlation between the accuracy and the precision of the classifier and the performance of the topical opinion retrieval. Among other results, it is possible to assess the effectiveness of the opinion component by comparing the effectiveness of the relevance baseline with the topical opinion ranking.

References

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K. Eguchi and V. Lavrenko. Sentiment retrieval using generative models. In Proc. ACL-EMNLP Conf., pp. 345--354, 2006.
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X. Huang and W. B. Croft. A unified relevance model for opinion retrieval. In Proc. 18th ACM-CIKM, pp. 947--956, 2009.
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S. H. Nam, S. H. Na, Y. Lee, and J. H. Lee. Diffpost: Filtering non-relevant content based on content difference between two consecutive blog posts. In Proc. 31st BCS-ECIR, vol. 5478, LNCS, pp. 791--795, 2009.
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I. Ounis, M. de Rijke, C. Macdonald, G. A. Mishne, and I. Soboroff. Overview of the TREC-2006 Blog Track. In Proc. 15th TREC, 2006.
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I. Ounis, C. Macdonald, and I. Soboroff. Overview of the TREC-2008 Blog Track. In Proc. 17th TREC, 2008.
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Cited By

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  • (2010)Assessing the Quality of Opinion Retrieval SystemsProceedings of the 2010 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 0310.1109/WI-IAT.2010.272(235-238)Online publication date: 31-Aug-2010
  • (2010)Smart Planet Based on Geomatics2010 International Conference on Multimedia Technology10.1109/ICMULT.2010.5631102(1-4)Online publication date: Oct-2010

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  1. On performance of topical opinion retrieval

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    cover image ACM Conferences
    SIGIR '10: Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
    July 2010
    944 pages
    ISBN:9781450301534
    DOI:10.1145/1835449
    Permission to make digital or hard copies of part or all 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 third-party components of this work must be honored. For all other uses, contact the Owner/Author.

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    Publication History

    Published: 19 July 2010

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    Author Tags

    1. classification
    2. opinion retrieval
    3. sentiment analysis

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    • (2010)Assessing the Quality of Opinion Retrieval SystemsProceedings of the 2010 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 0310.1109/WI-IAT.2010.272(235-238)Online publication date: 31-Aug-2010
    • (2010)Smart Planet Based on Geomatics2010 International Conference on Multimedia Technology10.1109/ICMULT.2010.5631102(1-4)Online publication date: Oct-2010

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