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Interactive Fingerprinting Codes and the Hardness of Preventing False Discovery

Published on 2015-09-171601 Views

We show an essentially tight bound on the number of adaptively chosen statistical queries that a computationally efficient algorithm can answer accurately given n samples from an unknown distribution.

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Interactive Fingerprinting Codes and the Hardness of Preventing False Discovery00:00
Motivation: False Discovery00:00
Problem: Data Over-Use00:21
Model: Statistical Queries01:15
Key Question [DFHPRR15]01:52
Our Results02:38
Intuition03:41