【统计理论与方法】 Analysis of Variance, Design, and Regression (2016, 2e)

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Analysis of Variance, Design, and Regression: Linear Modeling for Unbalanced Data, Second Edition

Ronald Christensen



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

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.

书籍 PDF + Code + Dataset:

本帖隐藏的内容

原版 PDF：
Analysis of Variance, Design, and Regression_Linear Modeling for Unbalanced Data.pdf (6.45 MB, 需要: 20 个论坛币)

2017-1-25 04:47:33 上传

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PDF 压缩包：
Analysis of Variance, Design, and Regression_Linear Modeling for Unbalanced Data.zip (4.91 MB, 需要: 20 个论坛币) 本附件包括：

• Analysis of Variance, Design, and Regression_Linear Modeling for Unbalanced Data (2nd Edition).pdf

2017-1-25 04:46:30 上传

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Code:
R Code for Book.pdf (248.43 KB, 需要: 1 个论坛币)

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SAS and Minitab Code for Book.pdf (256.62 KB, 需要: 1 个论坛币)

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Dataset:
newavdr_data.zip (118.21 KB, 需要: 1 个论坛币) 本附件包括：

• EX2-1-1.dat
• EX12-7-10.DAT
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• EX19-4-1.dat
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• CHAPMAN.DAT
• TAB7-1a.DAT
• sec19-1UNBAL.MPJ
• TAB19-6.MPJ
• TAB19-6FillB.MPJ
• TAB19-6FillA.MPJ

2017-1-25 04:50:31 上传

需要: 1 个论坛币  [购买]

作者网站上提供的运算：
Algorithm for Data Analysis.pdf (19.96 KB)

2017-1-25 04:50:30 上传

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关键词：regression regressio variance Analysis regress

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Analysis of Variance, Design, and Regression_Linear Modeling for Unbalanced Data (2nd Edition)_Ronald Christensen

Analysis of Variance, Design, and Regression : Linear Modeling for Un

Analysis of Variance, Design, and Regression

......

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