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fence
View on CRAN: Click
here
Download and install fence package within the R console
Install from CRAN:
install.packages("fence")
Install from Github:
library("remotes")
install_github("cran/fence")
Install by package version:
library("remotes")
install_version("fence", "1.0")
Attach the package and use:
library("fence")
Maintained by
Thuan Nguyen
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2017-07-01
Latest Update: 2017-07-01
Description:
This method is a new class of model selection strategies,
for mixed model selection, which includes linear and generalized linear
mixed models. The idea involves a procedure to isolate a subgroup of what
are known as correct models (of which the optimal model is a member). This is
accomplished by constructing a statistical fence, or barrier, to carefully
eliminate incorrect models. Once the fence is constructed, the optimal model is
selected from among those within the fence according to a criterion which can
be made flexible.
References:
1. Jiang J., Rao J.S., Gu Z., Nguyen T. (2008), Fence Methods for Mixed Model Selection.
The Annals of Statistics, 36(4): 1669-1692.
.
2. Jiang J., Nguyen T., Rao J.S. (2009), A Simplified Adaptive Fence Procedure.
Statistics and Probability Letters, 79, 625-629.
3. Jiang J., Nguyen T., Rao J.S. (2010), Fence Method for Nonparametric Small Area Estimation.
Survey Methodology, 36(1), 3-11.
.
4. Jiming Jiang, Thuan Nguyen and J. Sunil Rao (2011), Invisible fence methods and the identification of differentially expressed gene sets.
Statistics and Its Interface, Volume 4, 403-415.
.
5. Thuan Nguyen & Jiming Jiang (2012), Restricted fence method for covariate selection in longitudinal data analysis.
Biostatistics, 13(2), 303-314.
.
6. Thuan Nguyen, Jie Peng, Jiming Jiang (2014), Fence Methods for Backcross Experiments.
Statistical Computation and Simulation, 84(3), 644-662.
.
7. Jiang, J. (2014), The fence methods, in Advances in Statistics, Hindawi Publishing Corp., Cairo.
.
8. Jiming Jiang and Thuan Nguyen (2015), The Fence Methods, World Scientific, Singapore.
.
How to cite:
Thuan Nguyen (2017). fence: Using Fence Methods for Model Selection. R package version 1.0, https://cran.r-project.org/web/packages/fence. Accessed 22 Dec. 2024.
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Complete documentation for fence
Functions, R codes and Examples using
the fence R package
Some associated functions: IF.lm . IF.lmer . RF . X.lmer . adaptivefence.fh . adaptivefence . fence.NF . fence.lmer . fence.sae . invisiblefence . kidney . nonadaptivefence . plot.AF . plot.NF . summary.AF . summary.NF .
Some associated R codes: IF.lm.R . IF.lmer.R . data.R . fence.lmer.R . fence.sae.R . methodAF.R . methodAF.fh.R . methodIF.R . methodNAF.R . methodNF.R . methodRF.R . support.R . Full fence package functions and examples
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