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serp
View on CRAN: Click
here
Download and install serp package within the R console
Install from CRAN:
install.packages("serp")
Install from Github:
library("remotes")
install_github("cran/serp")
Install by package version:
library("remotes")
install_version("serp", "0.2.4")
Attach the package and use:
library("serp")
Maintained by
Ejike R. Ugba
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2021-01-29
Latest Update: 2022-02-16
Description:
A regularization method for the cumulative link
models. The smooth-effect-on-response penalty (SERP) provides
flexible modelling of the ordinal model by enabling the smooth
transition from the general cumulative link model to a coarser form of
the same model. In other words, as the tuning parameter goes from zero
to infinity, the subject-specific effects associated with each
variable in the model tend to a unique global effect. The parameter
estimates of the general cumulative model are mostly unidentifiable or
at least only identifiable within a range of the entire parameter
space. Thus, by maximizing a penalized rather than the usual
non-penalized log-likelihood, this and other numerical problems common
with the general model are to a large extent eliminated. Fitting is
via a modified Newton's method. Several standard model performance and
descriptive methods are also available. For more details on the penalty
implemented here, see, Ugba (2021) and
Ugba et al. (2021) .
How to cite:
Ejike R. Ugba (2021). serp: Smooth Effects on Response Penalty for CLM. R package version 0.2.4, https://cran.r-project.org/web/packages/serp
Previous versions and publish date:
Other packages that cited serp R package
View serp citation profile
Other R packages that serp depends,
imports, suggests or enhances
Functions, R codes and Examples using
the serp R package
Some associated functions: AIC.serp . BIC.serp . anova.serp . coef.serp . confint.serp . logLik.serp . predict.serp . print.serp . print.summary.serp . serp.control . serp . summary.serp . vcov.serp . wine .
Some associated R codes: serp.R . serp.anova.R . serp.confint.R . serp.control.R . serp.fit.R . serp.method.R . serp.misc.R . serp.vcov.R . wine.R . Full serp package functions and examples
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