Package: glmtrans 2.0.0

glmtrans: Transfer Learning under Regularized Generalized Linear Models

We provide an efficient implementation for two-step multi-source transfer learning algorithms in high-dimensional generalized linear models (GLMs). The elastic-net penalized GLM with three popular families, including linear, logistic and Poisson regression models, can be fitted. To avoid negative transfer, a transferable source detection algorithm is proposed. We also provides visualization for the transferable source detection results. The relevant paper is available on arXiv: <arxiv:2105.14328>.

Authors:Ye Tian [aut, cre], Yang Feng [aut]

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glmtrans.pdf |glmtrans.html
glmtrans/json (API)

# Install 'glmtrans' in R:
install.packages('glmtrans', repos = c('https://ytstat.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

On CRAN:

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

2.48 score 3 stars 3 scripts 213 downloads 4 exports 80 dependencies

Last updated 3 years agofrom:27cfd76926. Checks:OK: 1 WARNING: 6. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 09 2024
R-4.5-winWARNINGNov 09 2024
R-4.5-linuxWARNINGNov 09 2024
R-4.4-winWARNINGNov 09 2024
R-4.4-macWARNINGNov 09 2024
R-4.3-winWARNINGNov 09 2024
R-4.3-macWARNINGNov 09 2024

Exports:glmtransglmtrans_infmodelssource_detection

Dependencies:assertthatcaretclasscliclockcodetoolscolorspacecpp11data.tablediagramdigestdoParalleldplyre1071fansifarverforeachformatRfuturefuture.applygenericsggplot2glmnetglobalsgluegowergtablehardhatipredisobanditeratorsKernSmoothlabelinglatticelavalifecyclelistenvlubridatemagrittrMASSMatrixmgcvModelMetricsmunsellnlmennetnumDerivparallellypillarpkgconfigplyrpROCprodlimprogressrproxypurrrR6RColorBrewerRcppRcppEigenrecipesreshape2rlangrpartscalesshapeSQUAREMstringistringrsurvivaltibbletidyrtidyselecttimechangetimeDatetzdbutf8vctrsviridisLitewithr

glmtrans-demo

Rendered fromglmtrans-demo.Rmdusingknitr::rmarkdownon Nov 09 2024.

Last update: 2022-02-08
Started: 2021-04-28