Programming with personalized pagerank: a locally groundable first-order probabilistic logic

    Proceedings of the 22nd ACM international conference on Conference on information & knowledge management, 2013.

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    Keywords:
    groundable first-order probabilistic logicappropriate probabilistic first-order logicinformation-management taskentity resolution taskdatabase sizeMore(7+)

    Abstract:

    Many information-management tasks (including classification, retrieval, information extraction, and information integration) can be formalized as inference in an appropriate probabilistic first-order logic. However, most probabilistic first-order logics are not efficient enough for realistically-sized instances of these tasks. One key pro...More

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