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Statistical Methods for Mediation, Confounding and Moderation Analysis Using R and SAS
Engelsk
Bogcover for Statistical Methods for Mediation, Confounding and Moderation Analysis Using R and SAS af Bin Li, Qingzhao Yu, 9781032220086
Specifikationer
Sprog:
Engelsk
Sider:
294
ISBN-13:
9781032220086
Indbinding:
Paperback
ISBN-10:
1032220082
Udg. Dato:
27 maj 2024
Størrelse i cm:
23,3 x 15,6 x 2,1
Serie:
Chapman & Hall/CRC Biostatistics Series
Oplagsdato:
27 maj 2024
Forfatter(e):

Statistical Methods for Mediation, Confounding and Moderation Analysis Using R and SAS

Engelsk
Paperback 2024
Format:

Bog beskrivelse

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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Specifikationer
Sprog:
Engelsk
Sider:
294
ISBN-13:
9781032220086
Indbinding:
Paperback
ISBN-10:
1032220082
Udg. Dato:
27 maj 2024
Størrelse i cm:
23,3 x 15,6 x 2,1
Serie:
Chapman & Hall/CRC Biostatistics Series
Oplagsdato:
27 maj 2024
Forfatter(e):
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