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TOSI  

Two-Directional Simultaneous Inference for High-Dimensional Models
View on CRAN: Click here


Download and install TOSI package within the R console
Install from CRAN:
install.packages("TOSI")

Install from Github:
library("remotes")
install_github("cran/TOSI")

Install by package version:
library("remotes")
install_version("TOSI", "0.3.0")



Attach the package and use:
library("TOSI")
Maintained by
Wei Liu
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2023-01-24
Latest Update: 2023-01-26
Description:
A general framework of two directional simultaneous inference is provided for high-dimensional as well as the fixed dimensional models with manifest variable or latent variable structure, such as high-dimensional mean models, high- dimensional sparse regression models, and high-dimensional latent factors models. It is making the simultaneous inference on a set of parameters from two directions, one is testing whether the estimated zero parameters indeed are zero and the other is testing whether there exists zero in the parameter set of non-zero. More details can be referred to Wei Liu, et al. (2022) <doi:10.48550/arXiv.2012.11100>.
How to cite:
Wei Liu (2023). TOSI: Two-Directional Simultaneous Inference for High-Dimensional Models. R package version 0.3.0, https://cran.r-project.org/web/packages/TOSI. Accessed 18 Sep. 2026.
Previous versions and publish date:
(2026-07-10 12:09), 0.2.0 (2023-01-24 11:30), 0.3.0 (2023-01-26 23:00)
Other packages that cited TOSI R package
View TOSI citation profile
Other R packages that TOSI depends, imports, suggests or enhances
Complete documentation for TOSI
Functions, R codes and Examples using the TOSI R package
Some associated functions: Factorm . MeanMax . MeanMin . RegMax . RegMin . TSrowMaxST . TSrowMinST . assessBsFun . bic.spfac . ccorFun . cv.spfac . gendata_Fac . gendata_Mean . gendata_Reg . gsspFactorm . 
Some associated R codes: hello.R . meanTest.R . reg.R .  Full TOSI package functions and examples
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