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ARTtransfer
View on CRAN: Click
here
Download and install ARTtransfer package within the R console
Install from CRAN:
install.packages("ARTtransfer")
Install from Github:
library("remotes")
install_github("cran/ARTtransfer")
Install by package version:
library("remotes")
install_version("ARTtransfer", "1.0.0")
Attach the package and use:
library("ARTtransfer")
Maintained by
Boxiang Wang
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
10.32614/CRAN.package.ARTtransfer . ARTtransfer results . ARTtransfer.pdf . Introduction to ARTtransfer . ARTtransfer_1.0.0.tar.gz . ARTtransfer_1.0.0.zip . ARTtransfer_1.0.0.zip . ARTtransfer_1.0.0.zip . ARTtransfer_1.0.0.tgz . ARTtransfer_1.0.0.tgz . ARTtransfer_1.0.0.tgz . ARTtransfer_1.0.0.tgz . https://CRAN.R-project.org/package=ARTtransfer .
First Published: 2024-10-24
Latest Update: 2024-10-24
Description:
Adaptive and Robust Transfer Learning (ART) is a flexible framework for transfer learning that integrates information from auxiliary data sources to improve model performance on primary tasks. It is designed to be robust against negative transfer by including the non-transfer model in the candidate pool, ensuring stable performance even when auxiliary datasets are less informative. See the paper, Wang, Wu, and Ye (2023) <doi:10.1002/sta4.582>.
How to cite:
Boxiang Wang (2024). ARTtransfer: Adaptive and Robust Pipeline for Transfer Learning. R package version 1.0.0, https://cran.r-project.org/web/packages/ARTtransfer. Accessed 30 Apr. 2025.
Previous versions and publish date:
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