Statistical Methods for Mediation, Confounding and Moderation Analysis Using R and SAS: Chapman & Hall/CRC Biostatistics Series
Autor Qingzhao Yu, Bin Lien Limba Engleză Hardback – 21 mar 2022
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
| Toate formatele și edițiile | Preț | Express |
|---|---|---|
| Paperback (1) | 417.89 lei 43-57 zile | |
| CRC Press – 27 mai 2024 | 417.89 lei 43-57 zile | |
| Hardback (1) | 1018.33 lei 43-57 zile | |
| CRC Press – 21 mar 2022 | 1018.33 lei 43-57 zile |
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Specificații
ISBN-13: 9780367365479
ISBN-10: 0367365472
Pagini: 294
Ilustrații: 18 Tables, black and white; 100 Line drawings, black and white; 100 Illustrations, black and white
Dimensiuni: 156 x 234 x 18 mm
Greutate: 0.59 kg
Ediția:1
Editura: CRC Press
Colecția Chapman and Hall/CRC
Seria Chapman & Hall/CRC Biostatistics Series
ISBN-10: 0367365472
Pagini: 294
Ilustrații: 18 Tables, black and white; 100 Line drawings, black and white; 100 Illustrations, black and white
Dimensiuni: 156 x 234 x 18 mm
Greutate: 0.59 kg
Ediția:1
Editura: CRC Press
Colecția Chapman and Hall/CRC
Seria Chapman & Hall/CRC Biostatistics Series
Public țintă
Postgraduate and ProfessionalCuprins
1 Introduction 2 A Review of Third-Variable Effect Inferences 3 Advanced Statistical Modeling and Machine Learning Methods Used in the Book 4 The General Third-Variable Effect Analysis Method 5 The Implementation of General Third-Variable Effect Analysis Method 6 Assumptions for the General Third-Variable Analysis 7 Multiple Exposures and Multivariate Responses 8 Regularized Third-Variable Effect Analysis for High-Dimensional Dataset 9 Interaction/Moderation Analysis with Third-Variable Effects 10 Third-Variable Effect Analysis with Multilevel Additive Models 11 Bayesian Third-Variable Effect Analysis 12 Other Issues
Notă biografică
Qingzhao Yu is Professor in Biostatistics, Louisiana State University Health Sciences Center.
Bin Li is Associate Professor in Statistics, Louisiana State University.
Bin Li is Associate Professor in Statistics, Louisiana State University.
Recenzii
"I believe that this book is very handy for not only professionals or early career professionals but also graduate students, and those wanting to be up to speed on the latest techniques for analysis of the effect of the third variable. I will recommend this book without any reservation to individuals in research that frequently see the complications associated with the interpretation of the third variable."
Reuben Adatorwovor, College of Public health University of Kentucky, USA, ISCB, April 2023
Reuben Adatorwovor, College of Public health University of Kentucky, USA, ISCB, April 2023
Descriere
This book introduces general definitions of third-variable effects that are adaptable to all different types of response (categorical or continuous), exposure, or third-variables. Readers of all disciplines familiar with introductory statistics will find this a valuable resource for analysis.