eBook - ePub

Analysis of Variance, Design, and Regression

Name: Analysis of Variance, Design, and Regression
ISBN: 9781498730198

Linear Modeling for Unbalanced Data, Second Edition

Ronald Christensen,

610 pages
English
ePUB (mobile friendly)
Available on iOS & Android

eBook - ePub

Analysis of Variance, Design, and Regression

Linear Modeling for Unbalanced Data, Second Edition

Ronald Christensen,

About this book

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®, 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.

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Yes, you can access Analysis of Variance, Design, and Regression by Ronald Christensen in PDF and/or ePUB format, as well as other popular books in Mathematics & Probability & Statistics. We have over one million books available in our catalogue for you to explore.