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Adaptive Maximum Likelihood Estimators of a Location Parameter

Adaptive Maximum Likelihood Estimators of a Location Parameter

Consider estimators $\hat{\theta}_n$ of the location parameter $\theta$ based on a sample of size $n$ from $\theta + X$, where the random variable $X$ has an unknown distribution $F$ which is symmetric about the origin but otherwise arbitrary. Let $\mathscr{F}$ denote the Fisher information on $\theta$ contained in $\theta + …