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Polylogarithmic Sparsity of Randomly Reweighted NPMLEs for Gaussian Mixtures

Jiang, Hansheng
arXiv (All) · Papers
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methodologystatistics-theory
The nonparametric maximum likelihood estimator (NPMLE) of a Gaussian location mixture maximizes the likelihood over the infinite-dimensional space of mixing distributions. The maximizing mixing distribution can be nonunique, and the classical bound on its number of atoms grows linearly with the samp
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