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WADAPT: Workshop on Adaptive Data Analysis Toggle navigation WADAPT 2015 Call For Papers Speakers Venue Program and Slides Contact Us WADAPT 2016 Workshop on Adaptive Data Analysis Barcelona, Spain December 9, 2016 WADAPT 2016 NIPS 2016 Workshop» Scope Adaptive data analysis is the increasingly common practice by which insights gathered from data are used to inform further analysis of the same data sets. This is common practice both in machine learning, and in scientific research, in which data-sets are shared and re-used across multiple studies. Unfortunately, most of the statistical inference theory used in empirical sciences to control false discovery rates, and in machine learning to avoid overfitting, assumes a fixed class of hypotheses to test, or family of functions to optimize over, selected independently of the data. If the set of analyses run is itself a function of the data, much of this theory becomes invalid, and indeed, ha...
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