Statistical Methods for Mediation, Confounding and Moderation Analysis Using R and SAS
商品資訊
系列名:Chapman & Hall/CRC Biostatistics Series
ISBN13:9780367365479
出版社:PBKTYFRL
作者:Qingzhao Yu; Bin (Louisiana State University Li LA USA)
出版日:2022/03/14
裝訂/頁數:精裝/362頁
規格:15.6cm*23.4cm (高/寬)
商品簡介
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
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