Titolo: Analysis of Variance, Design, and Regression: Linear Modeling for Unbalanced Data, Second Edition (Chapman & Hall/CRC Texts in Statistical Science)
Editore: Routledge
Data di pubblicazione: 2020
Lingua: Inglese
ISBN 10: 036773740X
ISBN 13: 9780367737405
Rilegatura: Brossura
Edizione: seconda edizione
Condizione: New

Descrizione articolo

Riassunto

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.

Informazioni sull?autore

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.

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