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Fits linear, non-linear, and user-defined mixed effects regression models following the framework developed by Crowther (2017) <doi:10.48550/arXiv.1710.02223>. 'merlin' can fit multivariate outcome models of any type, each of which could be repeatedly measured (longitudinal), with any number of levels, and with any number of random effects at each level. Standard distributions/models available include the Bernoulli, Gaussian, Poisson, beta, negative-binomial, and time-to-event/survival models include the exponential, Gompertz, Royston-Parmar, Weibull and general hazard model. 'merlin' provides a flexible predictor syntax, allowing the user to define variables, random effects, spline and fractional polynomial functions, functions of other outcome models, and any interaction between each of them. Non-linear and time-dependent effects are seamlessly incorporated into the predictor. 'merlin' allows multivariate normal random effects, which are integrated out using Gaussian quadrature or Monte-Carlo integration. Note, 'merlin' is based on the 'Stata' package of the same name, described in Crowther (2018) <doi:10.48550/arXiv.1806.01615>.
Version: | 0.1.0 |
Depends: | R (≥ 2.10) |
Imports: | MASS, randtoolbox, statmod, stats, survival, tools |
Suggests: | knitr, nlme, rmarkdown, testthat |
Published: | 2020-06-29 |
DOI: | 10.32614/CRAN.package.merlin |
Author: | Emma Martin [aut], Alessandro Gasparini [aut], Michael Crowther [aut, cre] |
Maintainer: | Michael Crowther <michael.crowther at le.ac.uk> |
License: | GPL (≥ 3) |
URL: | https://www.mjcrowther.co.uk/software/merlin |
NeedsCompilation: | no |
Language: | en_GB |
Materials: | NEWS |
CRAN checks: | merlin results |
Reference manual: | merlin.pdf |
Vignettes: |
merlin |
Package source: | merlin_0.1.0.tar.gz |
Windows binaries: | r-devel: merlin_0.1.0.zip, r-release: merlin_0.1.0.zip, r-oldrel: merlin_0.1.0.zip |
macOS binaries: | r-release (arm64): merlin_0.1.0.tgz, r-oldrel (arm64): merlin_0.1.0.tgz, r-release (x86_64): merlin_0.1.0.tgz, r-oldrel (x86_64): merlin_0.1.0.tgz |
Old sources: | merlin archive |
Please use the canonical form https://CRAN.R-project.org/package=merlin to link to this page.
These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.