README.md

In kkleinke/countimp: Multiple Imputation of incomplete count data

countimp: Multiple Imputation of incomplete count data

Further information

https://kleinke.io/#software

User's Guide

https://kleinke.io/countimp

Installation

The latest version can be installed from GitHub using function install_github from package remotes:

# install.packages('remotes')
remotes::install_github('kkleinke/countimp')

Main functions

| Function Name | model / family | |------------------------------|----------------------------------------| | mice.impute.poisson() | Poisson | | mice.impute.quasipoisson() | Quasi-Poisson | | mice.impute.nb() | negative binomial | | mice.impute.zip() | zero-inflated Poisson | | mice.impute.zinb() | zero-inflated negative binomial | | mice.impute.hp() | hurdle Poisson | | mice.impute.hnb() | hurdle negative binomial | | mice.impute.2l.poisson() | two-level Poisson | | mice.impute.2l.nb() | two-level negative binomial | | mice.impute.2l.zip() | two-level zero-inflated Poisson | | mice.impute.2l.zinb() | two-level zero-inflated NB | | mice.impute.2l.hp() | two-level hurdle Poisson | | mice.impute.2l.hnb() | two-level hurdle negative binomial |

References

Kleinke, K., & Reinecke, J. (2013a). Multiple imputation of incomplete zero-inflated count data. Statistica Neerlandica, 67(3), 311–336. doi: 10.1111/stan.12009 http://onlinelibrary.wiley.com/doi/10.1111/stan.12009/abstract

Kleinke, K., & Reinecke, J. (2015a). Multiple imputation of multilevel count data. In U. Engel, B. Jann, P. Lynn, A. Scherpenzeel, and P. Sturgis (Eds.), Improving Survey Methods: Lessons from Recent Research (pp. 381–396). New York: Routledge, Taylor & Francis Group. http://www.psypress.com/books/details/9780415817622/

Kleinke, K., & Reinecke, J. (2015b). Multiple imputation of overdispersed multilevel count data. In: Uwe Engel (Ed.), Survey Measurements. Techniques, Data Quality and Sources of Error (pp. 209–226). Frankfurt a. M.: Campus/The University of Chicago Press. http://press.uchicago.edu/ucp/books/book/distributed/S/bo22196267.html

kkleinke/countimp documentation built on Nov. 5, 2024, 11:51 a.m.