Algorithmic Stability for Adaptive Data Analysis

8 Nov 2015Raef BassilyKobbi NissimAdam SmithThomas SteinkeUri StemmerJonathan Ullman

Adaptivity is an important feature of data analysis---the choice of questions to ask about a dataset often depends on previous interactions with the same dataset. However, statistical validity is typically studied in a nonadaptive model, where all questions are specified before the dataset is drawn... (read more)

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