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    Machine learning foundations· 2012

    Machine Learning: A Probabilistic Perspective

    Murphy (first author) · 2012

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    OpenAlex W1503398984

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    Why it matters

    Comprehensive modern probabilistic ML reference.

    Condensed from the expert lists' notes.

    The record

    First released
    2012 (from OpenAlex)
    Citations
    9,062 citations, as counted by OpenAlex (CC0)
    Named by
    the grok list only
    Score
    0.345 · computed rank 492 · consensus 0.11, must-read 0, citations percentile 0.892 (2010s · foundations), awards 0, existing lists 0. Method

    Data sources

    Catalogue data from OpenAlex (CC0), Crossref (CC0 metadata; no abstracts are shown), arXiv, and Papers With Code (CC BY-SA 4.0). Each count names its source. See the method.