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    Machine learning foundations· 2001

    Factor Graphs and the Sum-Product Algorithm

    Frank R. Kschischang (first author) · 2001

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    DOI 10.1109/18.910572OpenAlex W2137813581

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    Why it matters

    Unified probabilistic inference through factor graphs and the sum-product algorithm.

    Condensed from the expert lists' notes.

    The record

    First released
    2001 (from OpenAlex)
    Citations
    6,486 citations, as counted by OpenAlex (CC0)
    Named by
    the chatgpt list only
    Score
    0.374 · computed rank 416 · consensus 0.39, must-read 0, citations percentile 0.733 (2000s · 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.