Verwandte Artikel zu Analysis of Variance, Design, and Regression: Linear...

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

Buch 76 von 126: 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.

Die Inhaltsangabe kann sich auf eine andere Ausgabe dieses Titels beziehen.

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.

Von der hinteren Coverseite

This second edition focuses on modeling unbalanced data. It presents many new topics, including new chapters on logistic regression, log-linear models, and time-to-event data. It shows how to model main-effects and interactions and introduces nonparametric, lasso, and generalized additive regression models. The text carefully analyzes small unba

„Über diesen Titel“ kann sich auf eine andere Ausgabe dieses Titels beziehen.

Verlag
Routledge
Erscheinungsdatum
2020
Sprache
Englisch
ISBN 10 
036773740X
ISBN 13 
9780367737405
Einband
Taschenbuch
Auflage
2
Anzahl der Seiten
636
Kontakt zum Hersteller
Taylor & Francis Verlag GmbH
GPSR@taylorandfrancis.com

Kaufingerstraße 24
München
80331
Deutschland