The Limits of Post-Selection Generalization

    NeurIPS, pp. 6402-6411, 2018.

    Cited by: 8|Bibtex|Views22|Links
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    Keywords:
    machine learningdata analysispost hocthe limits of post-selection generalizationcommon practiceMore(1+)

    Abstract:

    While statistics and machine learning offers numerous methods for ensuring generalization, these methods often fail in the presence of post selection---the common practice in which the choice of analysis depends on previous interactions with the same dataset. A recent line of work has introduced powerful, general purpose algorithms that e...More

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