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    Machine learning foundations· 1996

    Regression Shrinkage and Selection Via the Lasso

    Robert Tibshirani (first author) · 1996

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    DOI 10.1111/j.2517-6161.1996.tb02080.xOpenAlex W2135046866

    On the reading lists

    Why it matters

    Introduced L1-regularized regression, enabling sparse estimation and automatic feature selection.

    Condensed from the expert lists' notes.

    The record

    First released
    1996 (from OpenAlex)
    Citations
    51,469 citations, as counted by OpenAlex (CC0)
    Named by
    the chatgpt list only
    Score
    0.446 · computed rank 298 · consensus 0.19, must-read 0.5, citations percentile 0.97 (1990s · 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.