Multivariate exponential families : a concise guide to statistical inference

著者
    • Bedbur, Stefan
    • Kamps, Udo
書誌事項

Multivariate exponential families : a concise guide to statistical inference

Stefan Bedbur, Udo Kamps

(Springer Briefs in statistics)

Springer, c2021

  • : [pbk.]

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注記

Includes bibliographical references (p. 137-139) and index

内容説明・目次

内容説明

This book provides a concise introduction to exponential families. Parametric families of probability distributions and their properties are extensively studied in the literature on statistical modeling and inference. Exponential families of distributions comprise density functions of a particular form, which enables general assertions and leads to nice features. With a focus on parameter estimation and hypotheses testing, the text introduces the reader to distributional and statistical properties of multivariate and multiparameter exponential families along with a variety of detailed examples. The material is widely self-contained and written in a mathematical setting. It may serve both as a concise, mathematically rigorous course on exponential families in a systematic structure and as an introduction to Mathematical Statistics restricted to the use of exponential families.

目次

Introduction.- Parametrizations and Basic Properties.- Distributional and Statistical Properties.- Parameter Estimation.- Hypotheses Testing.- Exemplary Multivariate Applications.

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詳細情報
  • NII書誌ID(NCID)
    BC10651014
  • ISBN
    • 9783030818999
  • 出版国コード
    gw
  • タイトル言語コード
    eng
  • 本文言語コード
    eng
  • 出版地
    Cham
  • ページ数/冊数
    x, 142 p.
  • 大きさ
    24 cm
  • 親書誌ID
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