Asymptotics in statistics : some basic concepts

書誌事項

Asymptotics in statistics : some basic concepts

Lucien Le Cam, Grace Lo Yang

(Springer series in statistics)

Springer-Verlag, c1990

  • : us
  • : gw

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注記

Bibliography: p. [166]-175

Includes indexes

内容説明・目次

内容説明

The book grew out of lectures given over a period of about 30 to 35 years on asymptotic methods in statistics. Most current texts, except the monographs by Le Cam (Springer-Verlag 1986) and Strasser (1985) emphasize a theory based on maximum likelihood estimates while this text emphasizes approximation by Gaussian families of measures, as well as quadratic expansions of log likelihood. The book presents in a short form some of the main results acquired in the past 20 years in the field of asymptotic statistical inference. The methods can be used very widely. The basic theorems are presented at a level that should not disturb a beginning graduate student.

目次

Contents: Preface.- Introduction.- Experiments, Deficiencies, Distances.- Contiguity - Hellinger Transforms.- Limit Laws for Likelihood Ratios Obtained from Independent Observations.- Locally Asymptotically Normal Families.- Independent, Identically Distributed Observations.- On Bayes Procedures.- Bibliography.- Author Index.- Subject Index.

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