株式会社極東書店トップ商品一覧Analysis of Variance, Design, and Regression : Linear Modeling for Unbalanced Data. 2nd ed.

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Analysis of Variance, Design, and Regression

Analysis of Variance, Design, and Regression : Linear Modeling for Unbalanced Data. 2nd ed. 不釣り合い型データのための線形モデリング 第2版

・ISBN 978-1-4987-3014-3 2016 hard GB£ 145.99

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・ISBN 978-0-367-73740-5 2020 paper GB£ 54.99

¥17,420.- (税込) (※)価格はご注文時の参考価格となります。
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電子版あり 大学・学術機関向け電子ブック(eBook)ISBN 978-1-315-37009-5

著者・編者Christensen, Ronald,
シリーズChapman & Hall/CRC Texts in Statistical Science Series
出版社(Chapman & Hall / CRC, US)
ページ数636 pp.
言語ENG
ニュース番号<627-346>

解説

Analysis of Variance, Design, and Regression: Linear Modeling for Unbalanced Data, Second Edition presents linear structures for modeling data with an emphasis on how to incorporate specific ideas (hypotheses) about the structure of the data into a linear model for the data. The book carefully analyzes small data sets by using tools that are easily scaled to big data. The tools also apply to small relevant data sets that are extracted from big data.

New to the Second Edition

  • Reorganized to focus on unbalanced data
  • Reworked balanced analyses using methods for unbalanced data
  • Introductions to nonparametric and lasso regression
  • Introductions to general additive and generalized additive models
  • Examination of homologous factors
  • Unbalanced split plot analyses
  • Extensions to generalized linear models
  • R, Minitab (R), and SAS code on the author's website

The text can be used in a variety of courses, including a yearlong graduate course on regression and ANOVA or a data analysis course for upper-division statistics students and graduate students from other fields. It places a strong emphasis on interpreting the range of computer output encountered when dealing with unbalanced data.