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Maximum likelihood estimation of ordered multinomial parameters
Authors:Jewell Nicholas P  Kalbfleisch John D
Institution:Division of Biostatistics, School of Public Health, University of California, Berkeley, USA.
Abstract:The pool adjacent violator algorithm Ayer et al. (1955, The Annals of Mathematical Statistics, 26, 641-647) has long been known to give the maximum likelihood estimator of a series of ordered binomial parameters, based on an independent observation from each distribution (see Barlow et al., 1972, Statistical Inference under Order Restrictions, Wiley, New York). This result has immediate application to estimation of a survival distribution based on current survival status at a set of monitoring times. This paper considers an extended problem of maximum likelihood estimation of a series of 'ordered' multinomial parameters p(i)= (p(1i),p(2i),.,p(mi)) for 1
Keywords:Competing risks  Current status data  Isotonic regression  Nonparametric maximum likelihood estimation
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