Exact and efficient top-K inference for multi-target prediction by querying separable linear relational models

    Data Min. Knowl. Discov., Volume abs/1606.04278, Issue 5, 2016, Pages 1370-1394.

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    Keywords:
    Top-KretrievalExact inferencePrecision atMore(2+)

    Abstract:

    Many complex multi-target prediction problems that concern large target spaces are characterised by a need for efficient prediction strategies that avoid the computation of predictions for all targets explicitly. Examples of such problems emerge in several subfields of machine learning, such as collaborative filtering, multi-label classif...More

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