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math.ST2020★ 1 cited
Uniform Convergence Rates for Maximum Likelihood Estimation under Two-Component Gaussian Mixture Models
Tudor Manole, Nhat Ho
We derive uniform convergence rates for the maximum likelihood estimator and minimax lower bounds for parameter estimation in two-component location-scale Gaussian mixture models w…
stat.ME2020★ 1 cited
Estimating the Number of Components in Finite Mixture Models via the Group-Sort-Fuse Procedure
Tudor Manole, Abbas Khalili
Estimation of the number of components (or order) of a finite mixture model is a long standing and challenging problem in statistics. We propose the Group-Sort-Fuse (GSF) procedure…