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Sieved Maximum Likelihood Estimation in Wicksell's Problem and Related Deconvolution Problems
Authors:Geurt Jongbloed
Institution:Vrije Universiteit
Abstract:It is shown that the classical Wicksell problem is related to a deconvolution problem where the convolution kernel is unbounded, convex and decreasing on (0, ∞). For that type of deconvolution problems, the usual non-parametric maximum likelihood estimator of the distribution function is shown not to exist. A sieved maximum likelihood estimator is defined, and some algorithms are described that can be used to compute this estimator. Moreover, this estimator is proved to be strongly consistent.
Keywords:biased sampling  consistency  convex minorant algorithm  EM  isotonic estimation
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