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math.ST2020★ 1 cited
A Statistical Perspective on Coreset Density Estimation
Paxton Turner, Jingbo Liu, Philippe Rigollet
Coresets have emerged as a powerful tool to summarize data by selecting a small subset of the original observations while retaining most of its information. This approach has led t…
math.ST2020★ 2 cited
Efficient Interpolation of Density Estimators
Paxton Turner, Jingbo Liu, Philippe Rigollet
We study the problem of space and time efficient evaluation of a nonparametric estimator that approximates an unknown density. In the regime where consistent estimation is possible…