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    Machine learning foundations· book· 2009

    Probabilistic Graphical Models: Principles and Techniques

    Daphne Koller (first author) · 2009

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    OpenAlex W1511986666

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    Why it matters

    Canonical comprehensive reference for graphical model representation, inference, and learning.

    Condensed from the expert lists' notes.

    The record

    First released
    2009 (from editor)
    Citations
    6,153 citations, as counted by OpenAlex (CC0)
    Named by
    the chatgpt list only

    Editor's notes

    • Classed as book: Koller and Friedman's MIT Press textbook. (AI draft (Claude), not yet reviewed, 2026-10-29)
    • Corrected the first release year to 2009: Published by MIT Press in 2009, not 2005. (AI draft (Claude), not yet reviewed, 2026-10-29)

    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.