Peter Matthew Jacobs

Estimation of Large Zipfian Distributions with Sort and Snap

We study the estimation of Zipfian distributions under $L_1$ loss, and provide near minimax optimal bounds in several regimes. Specifically, we assume observations arrive from a known alphabet, and with a known decay rate parametrizing the Zipfian, but we do not know a priori which alphabet element…