Variational Minimax Estimation of Discrete Distributions under KL Loss

Paninski, Liam

Neural Information Processing Systems 

We develop a family of upper and lower bounds on the worst-case expected KL loss for estimating a discrete distribution on a finite number m of points, given N i.i.d.

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