We consider the Parzen-Rosenblatt kernel density estimate on Rd with data-dependent smoothing factor. Sufficient conditions on the asymptotic behavior of the smoothing factor are given under which the ...
We prove strong consistency of a class of maximum objective estimators for exponential parametric families of Markov random fields on Z d, including both maximum likelihood and pseudolikelihood ...
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