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A new interpretation of average precision

Published: 20 July 2008 Publication History

Abstract

We consider the question of whether Average Precision, as a measure of retrieval effectiveness, can be regarded as deriving from a model of user searching behaviour. It turns out that indeed it can be so regarded, under a very simple stochastic model of user behaviour.

References

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G. Kazai and M. Lalmas. Gain measures for the evaluation of content-oriented XML retrieval. ACM Transactions on Information Systems, 24:503--542, 2006.
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G. Kazai, B. Piwowarski, and S. Robertson. Effort-precision and gain-recall based on a probabilistic navigation model. In S. Dominich and F. Kiss, editors, Studies in theory of information retrieval (Proceedings of ICTIR 2007), pages 23--36, Budapest, 2007. Foundation for Information Society.
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    cover image ACM Conferences
    SIGIR '08: Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
    July 2008
    934 pages
    ISBN:9781605581644
    DOI:10.1145/1390334
    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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    Publication History

    Published: 20 July 2008

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    Author Tags

    1. IR evaluation
    2. MAP
    3. average precision

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