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Clement Canonne

2 accepted papers

2019

Communication-Constrained Inference and the Role of Shared Randomness

ICML 2019oral

A central server needs to perform statistical inference based on samples that are distributed over multiple users who can each send a message of limited length to the center. We study problems of distribution learning and identity testing in this distributed inference setting and examine the role of…

Cited by 7SourcePDFScholar
2019

Test without Trust: Optimal Locally Private Distribution Testing

AISTATS 2019poster

We study the problem of distribution testing when the samples can only be accessed using a locally differentially private mechanism and focus on two representative testing questions of identity (goodness-of-fit) and independence testing for discrete distributions. First, we construct tests that use…

Cited by 75SourcePDFScholar