Testing Determinantal Point Processes

NIPS 2020, 2020.

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We investigate Determinantal point processes from a new perspective: property testing of distributions

Abstract:

Determinantal point processes (DPPs) are popular probabilistic models of diversity. In this paper, we investigate DPPs from a new perspective: property testing of distributions. Given sample access to an unknown distribution $q$ over the subsets of a ground set, we aim to distinguish whether $q$ is a DPP distribution, or $\epsilon$-far ...More

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