Simulating Correlated Binary and Multinomial Responses under Marginal Model Specification: The SimCorMultRes Package

Anestis Touloumis

Simulating Correlated Binary and Multinomial Responses under Marginal Model Specification: The SimCorMultRes Package

University of Brighton

Research output: Contribution to journal › Article › peer-review

Abstract

We developed the R package SimCorMultRes to facilitate simulation of correlated categorical (binary and multinomial) responses under a desired marginal model specification. The simulated correlated categorical responses are obtained by applying threshold approaches to correlated continuous responses of underlying regression models and the dependence structure is parametrized in terms of the correlation matrix of the latent continuous responses. This article provides an elaborate introduction to the SimCorMultRes package demonstrating its design and usage via three examples. The package can be obtained via CRAN.

Original language	English
Journal	The R Journal
Publication status	Published - 1 Sept 2016

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Licensed under the Creative Commons Attribution 3.0 Unported license (CC BY 3.0, http://creativecommons.org/licenses/by/3.0/).

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Anestis Touloumis
- A.Touloumisbrighton.acuk
- School of Arch, Tech and Eng - Principal Lecturer
- Computing and Mathematical Sciences Research Excellence Group
Person: Academic

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title = "Simulating Correlated Binary and Multinomial Responses under Marginal Model Specification: The SimCorMultRes Package",

abstract = "We developed the R package SimCorMultRes to facilitate simulation of correlated categorical (binary and multinomial) responses under a desired marginal model specification. The simulated correlated categorical responses are obtained by applying threshold approaches to correlated continuous responses of underlying regression models and the dependence structure is parametrized in terms of the correlation matrix of the latent continuous responses. This article provides an elaborate introduction to the SimCorMultRes package demonstrating its design and usage via three examples. The package can be obtained via CRAN.",

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AB - We developed the R package SimCorMultRes to facilitate simulation of correlated categorical (binary and multinomial) responses under a desired marginal model specification. The simulated correlated categorical responses are obtained by applying threshold approaches to correlated continuous responses of underlying regression models and the dependence structure is parametrized in terms of the correlation matrix of the latent continuous responses. This article provides an elaborate introduction to the SimCorMultRes package demonstrating its design and usage via three examples. The package can be obtained via CRAN.

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Simulating Correlated Binary and Multinomial Responses under Marginal Model Specification: The SimCorMultRes Package

Abstract

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Anestis Touloumis

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