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

Buch 82 von 139: Chapman & Hall/CRC Texts in Statistical Science

Christensen, Ronald

 
9780367737405: Analysis of Variance, Design, and Regression: Linear Modeling for Unbalanced Data, Second Edition (Chapman & Hall/CRC Texts in Statistical Science)
Softcover
ISBN 10: 036773740X ISBN 13: 9780367737405
Verlag: Routledge, 2020

Inhaltsangabe

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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Über die Autorin bzw. den Autor

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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Verlag
Routledge
Erscheinungsdatum
2020
Sprache
Englisch
ISBN 10 
036773740X
ISBN 13 
9780367737405
Einband
Taschenbuch
Auflage
2
Anzahl der Seiten
636
Kontakt zum Hersteller
Nicht verfügbar
Verantwortliche Person
Nicht verfügbar

Weitere beliebte Ausgaben desselben Titels

9781498730143: Analysis of Variance, Design, and Regression: Linear Modeling for Unbalanced Data, Second Edition (Chapman & Hall/Crc Texts in Statistical Science, 121, Band 121)

Vorgestellte Ausgabe

ISBN 10:  1498730140 ISBN 13:  9781498730143
Verlag: Chapman and Hall/CRC, 2015
Hardcover