Analysis of Variance, Design, and Regression: Linear Modeling for Unbalanced Data, Second Edition: 121 (Chapman & Hall/CRC Texts in Statistical Science) - Hardcover

Book 77 of 113: Chapman & Hall/CRC Texts in Statistical Science

Christensen, Ronald

 
9781498730143: Analysis of Variance, Design, and Regression: Linear Modeling for Unbalanced Data, Second Edition: 121 (Chapman & Hall/CRC Texts in Statistical Science)
Hardcover
ISBN 10: 1498730140 ISBN 13: 9781498730143
Publisher: Chapman and Hall/CRC, 2015

Synopsis

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.

"synopsis" may belong to another edition of this title.

About the Author

Ronald Christensen is a professor of statistics in the Department of Mathematics and Statistics at the University of New Mexico. Dr. Christensen is a fellow of the American Statistical Association (ASA) and Institute of Mathematical Statistics. He is a past editor of The American Statistician and a past chair of the ASA’s Section on Bayesian Statistical Science. His research interests include linear models, Bayesian inference, log-linear and logistic models, and statistical methods.

"About this title" may belong to another edition of this title.

Publisher
Chapman and Hall/CRC
Publication date
2015
Language
English
ISBN 10 
1498730140
ISBN 13 
9781498730143
Binding
Hardcover
Edition number
2
Number of pages
636

Other Popular Editions of the Same Title

9780367737405: Analysis of Variance, Design, and Regression: Linear Modeling for Unbalanced Data, Second Edition (Chapman & Hall/CRC Texts in Statistical Science)

Featured Edition

ISBN 10:  036773740X ISBN 13:  9780367737405
Publisher: Routledge, 2020
Softcover