Title: Statistical Methods for Mediation, Confounding and Moderation Analysis Using R and SAS
Publisher: Taylor & Francis Ltd
Publication Date: 2022
Language: English
ISBN 10: 0367365472
ISBN 13: 9780367365479
Binding: Hardback
Condition: New
Weight: 185 grams

About this title

Synopsis

Third-variable effect refers to the effect transmitted by third-variables that intervene in the relationship between an exposure and a response variable. Differentiating between the indirect effect of individual factors from multiple third-variables is a constant problem for modern researchers.

Statistical Methods for Mediation, Confounding and Moderation Analysis Using R and SAS introduces general definitions of third-variable effects that are adaptable to all different types of response (categorical or continuous), exposure, or third-variables. Using this method, multiple third- variables of different types can be considered simultaneously, and the indirect effect carried by individual third-variables can be separated from the total effect. Readers of all disciplines familiar with introductory statistics will find this a valuable resource for analysis.

Key Features:

Parametric and nonparametric method in third variable analysis
Multivariate and Multiple third-variable effect analysis
Multilevel mediation/confounding analysis
Third-variable effect analysis with high-dimensional data Moderation/Interaction effect analysis within the third-variable analysis
R packages and SAS macros to implement methods proposed in the book

About the Author

Qingzhao Yu is Professor in Biostatistics, Louisiana State University Health Sciences Center.

Bin Li is Associate Professor in Statistics, Louisiana State University.

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

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