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JICO  

Joint and Individual Regression
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("JICO", "0.0")



Attach the package and use:
library("JICO")
Maintained by
Peiyao Wang
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2023-05-08
Latest Update: 2023-05-08
Description:
Implements the JICO algorithm [Wang, P., Wang, H., Li, Q., Shen, D., & Liu, Y. (2022). ], which solves the multi-group regression problem. The algorithm decomposes the responses from multiple groups into shared and group-specific components, which are driven by low-rank approximations of joint and individual structures from the covariates respectively. It provides the implementation of the algorithm so solve the iterative continuum regression problem with fixed rank selection, as well as the cross-validation function to perform hyperparameter tuning.
How to cite:
Peiyao Wang (2023). JICO: Joint and Individual Regression. R package version 0.0, https://cran.r-project.org/web/packages/JICO. Accessed 22 Dec. 2024.
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Complete documentation for JICO
Functions, R codes and Examples using the JICO R package
Full JICO package functions and examples
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