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math.ST2022★ 3 cited
On the Statistical Complexity of Sample Amplification
Brian Axelrod, Shivam Garg, Yanjun Han +2
The ``sample amplification'' problem formalizes the following question: Given i.i.d. samples drawn from an unknown distribution , when is it possible to produce a larger set…
math.ST2019★ 12 cited
Maximum Likelihood Estimation for Learning Populations of Parameters
Ramya Korlakai Vinayak, Weihao Kong, Gregory Valiant +1
Consider a setting with independent individuals, each with an unknown parameter, drawn from some unknown distribution . After observing the outcomes o…