glmtrans
Transfer Learning under Regularized Generalized Linear Models
Description
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.".
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Show all 14 flavors
| Flavor | Status |
|---|---|
| r-devel-linux-x86_64-debian-clang | OK |
| r-devel-linux-x86_64-debian-gcc | OK |
| r-devel-linux-x86_64-fedora-clang | OK |
| r-devel-linux-x86_64-fedora-gcc | OK |
| r-devel-macos-arm64 | OK |
| r-devel-windows-x86_64 | OK |
| r-oldrel-macos-arm64 | OK |
| r-oldrel-macos-x86_64 | OK |
| r-oldrel-windows-x86_64 | ERROR |
| r-patched-linux-x86_64 | OK |
| r-release-linux-x86_64 | OK |
| r-release-macos-arm64 | OK |
| r-release-macos-x86_64 | OK |
| r-release-windows-x86_64 | OK |
Check details (1 non-OK)
re-building of vignette outputs
Error(s) in re-building vignettes: --- re-building 'glmtrans-demo.Rmd' using rmarkdown ! Package pdftex.def Error: File `9259bc95ea5a0e923b07430a7904d16fd6873085.pdf' not found: using draft setting. Error: processing vignette 'glmtrans-demo.Rmd' failed with diagnostics: LaTeX failed to compile D:/RCompile/CRANpkg/local/4.4/glmtrans.Rcheck/vign_test/glmtrans/vignettes/glmtrans-demo.tex. See https://yihui.org/tinytex/r/#debugging for debugging tips. See glmtrans-demo.log for more info. --- failed re-building 'glmtrans-demo.Rmd' SUMMARY: processing the following file failed: 'glmtrans-demo.Rmd' Error: Vignette re-building failed. Execution halted
Check History
ERROR 13 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE Mar 30, 2026
re-building of vignette outputs
Error(s) in re-building vignettes: --- re-building 'glmtrans-demo.Rmd' using rmarkdown ! Package pdftex.def Error: File `9259bc95ea5a0e923b07430a7904d16fd6873085.pdf' not found: using draft setting. Error: processing vignette 'glmtrans-demo.Rmd' fa ...[truncated]... i.org/tinytex/r/#debugging for debugging tips. See glmtrans-demo.log for more info. --- failed re-building 'glmtrans-demo.Rmd' SUMMARY: processing the following file failed: 'glmtrans-demo.Rmd' Error: Vignette re-building failed. Execution halted