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    Machine learning foundations· 2001

    Statistical Modeling: The Two Cultures

    Leo Breiman (first author) · 2001

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    DOI 10.1214/ss/1009213726OpenAlex W2160455305

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    Why it matters

    Explains the fundamental divide between statistical inference and predictive machine learning.

    Condensed from the expert lists' notes.

    The record

    First released
    2001 (from OpenAlex)
    Citations
    4,336 citations, as counted by OpenAlex (CC0)
    Named by
    the chatgpt list only
    Score
    0.367 · computed rank 436 · consensus 0.28, must-read 0.5, citations percentile 0.667 (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.