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

Libro 132 di 155: Chapman & Hall/CRC Biostatistics

Yu, Qingzhao; Li, Bin

 
9781032220086: Statistical Methods for Mediation, Confounding and Moderation Analysis Using R and SAS
Brossura
ISBN 10: 1032220082 ISBN 13: 9781032220086
Casa editrice: Chapman and Hall/CRC, 2024

Sinossi

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

Le informazioni nella sezione "Riassunto" possono far riferimento a edizioni diverse di questo titolo.

Informazioni sull'autore

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

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

Le informazioni nella sezione "Su questo libro" possono far riferimento a edizioni diverse di questo titolo.

Editore
Chapman and Hall/CRC
Data di pubblicazione
2024
Lingua
Inglese
ISBN 10 
1032220082
ISBN 13 
9781032220086
Rilegatura
Copertina flessibile
Numero edizione
1
Numero di pagine
294
Contatto del produttore
Taylor and Francis, GPSR Taylor and Francis
gpsr@taylorandfrancis.com

Taylor & Francis Verlag GmbH, Kaufingerstraße 24
München
80331
Germania

Altre edizioni note dello stesso titolo

9780367365479: Statistical Methods for Mediation, Confounding and Moderation Analysis Using R and SAS

Edizione in evidenza

ISBN 10:  0367365472 ISBN 13:  9780367365479
Casa editrice: Chapman and Hall/CRC, 2022
Rilegato