Package: glmtrans 2.1.0

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 details of methods can be found in "Tian, Y., & Feng, Y. (2023). Transfer learning under high-dimensional generalized linear models. Journal of the American Statistical Association, 118(544), 2684-2697.".

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

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glmtrans/json (API)

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

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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 290 downloads 4 exports 81 dependencies

Last updated 1 months agofrom:c27f1f5f3a. Checks:1 OK, 8 WARNING. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKMar 31 2025
R-4.5-winWARNINGMar 31 2025
R-4.5-macWARNINGMar 31 2025
R-4.5-linuxWARNINGMar 31 2025
R-4.4-winWARNINGMar 31 2025
R-4.4-macWARNINGMar 31 2025
R-4.4-linuxWARNINGMar 31 2025
R-4.3-winWARNINGMar 31 2025
R-4.3-macWARNINGMar 31 2025

Exports:glmtransglmtrans_infmodelssource_detection

Dependencies:assertthatcaretclasscliclockcodetoolscolorspacecpp11data.tablediagramdigestdoParalleldplyre1071fansifarverforeachformatRfuturefuture.applygenericsggplot2glmnetglobalsgluegowergtablehardhatipredisobanditeratorsKernSmoothlabelinglatticelavalifecyclelistenvlubridatemagrittrMASSMatrixmgcvModelMetricsmunsellnlmennetnumDerivparallellypillarpkgconfigplyrpROCprodlimprogressrproxypurrrR6RColorBrewerRcppRcppEigenrecipesreshape2rlangrpartscalesshapesparsevctrsSQUAREMstringistringrsurvivaltibbletidyrtidyselecttimechangetimeDatetzdbutf8vctrsviridisLitewithr

glmtrans-demo

Rendered fromglmtrans-demo.Rmdusingknitr::rmarkdownon Mar 31 2025.

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