All of statistics : a concise course in statistical inference

著者

    • Wasserman, Larry

書誌事項

All of statistics : a concise course in statistical inference

Larry Wasserman

(Springer texts in statistics)

Springer, 2005, c2004

Corr. 2nd print

  • : softcover

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注記

"Softcover reprint of the hardcover 1st edition 2004"--T.p. verso

Includes bibliographical references (p. [423]-430) and index

内容説明・目次

内容説明

Taken literally, the title "All of Statistics" is an exaggeration. But in spirit, the title is apt, as the book does cover a much broader range of topics than a typical introductory book on mathematical statistics. This book is for people who want to learn probability and statistics quickly. It is suitable for graduate or advanced undergraduate students in computer science, mathematics, statistics, and related disciplines. The book includes modern topics like non-parametric curve estimation, bootstrapping, and classification, topics that are usually relegated to follow-up courses. The reader is presumed to know calculus and a little linear algebra. No previous knowledge of probability and statistics is required. Statistics, data mining, and machine learning are all concerned with collecting and analysing data.

目次

Probability.- Random Variables.- Expectation.- Inequalities.- Convergence of Random Variables.- Models, Statistical Inference and Learning.- Estimating the CDF and Statistical Functionals.- The Bootstrap.- Parametric Inference.- Hypothesis Testing and p-values.- Bayesian Inference.- Statistical Decision Theory.- Linear and Logistic Regression.- Multivariate Models.- Inference about Independence.- Causal Inference.- Directed Graphs and Conditional Independence.- Undirected Graphs.- Loglinear Models.- Nonparametric Curve Estimation.- Smoothing Using Orthogonal Functions.- Classification.- Probability Redux: Stochastic Processes.- Simulation Methods.

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詳細情報

  • NII書誌ID(NCID)
    BC16004359
  • ISBN
    • 9781441923226
  • LCCN
    2003062209
  • 出版国コード
    us
  • タイトル言語コード
    eng
  • 本文言語コード
    eng
  • 出版地
    New York
  • ページ数/冊数
    xix, 442 p.
  • 大きさ
    24 cm
  • 分類
  • 件名
  • 親書誌ID
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