Visualizing linear models

書誌事項

Visualizing linear models

W.D. Brinda

Springer, c2021

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注記

Includes bibliographical references (p. 163) and index

内容説明・目次

内容説明

This book provides a visual and intuitive coverage of the core theory of linear models. Designed to develop fluency with the underlying mathematics and to build a deep understanding of the principles, it's an excellent basis for a one-semester course on statistical theory and linear modeling for intermediate undergraduates or graduate students. Three chapters gradually develop the essentials of linear model theory. They are each preceded by a review chapter that covers a foundational prerequisite topic. This classroom-tested work explores two distinct and complementary types of visualization: the "observations picture" and the "variables picture." To improve retention of material, this book is supplemented by a bank of ready-made practice exercises for students. These are available for digital or print use.

目次

Preface.- Review: Linear Algebra.- Least-Squares Regression.- Review: Random Vectors.- The Linear Model.- Review: Normality.- Normal Errors.

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詳細情報

  • NII書誌ID(NCID)
    BC09277431
  • ISBN
    • 9783030641665
  • 出版国コード
    sz
  • 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
    xvi, 167 p.
  • 大きさ
    25 cm
  • 件名
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