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    Machine learning foundations· 1974

    Cross-Validatory Choice and Assessment of Statistical Predictions

    M. Stone (first author) · 1974

    Read the original

    DOI 10.1111/j.2517-6161.1974.tb00994.xOpenAlex W2112081648

    On the reading lists

    Why it matters

    Established cross-validation as a general framework for selecting and assessing predictive models.

    Condensed from the expert lists' notes.

    The record

    First released
    1974 (from OpenAlex)
    Citations
    10,829 citations, as counted by OpenAlex (CC0)
    Named by
    the chatgpt list only
    Score
    0.326 · computed rank 541 · consensus 0.24, must-read 0.5, citations percentile 0.583 (1970s · foundations), awards 0, existing lists 0. Method

    Editor's notes

    • Readability check: pass: Stone's cross-validation paper. (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.