{ "_id": "6a2143a9cd65a98ecbd2ae6d", "Package": "ARTtransfer", "Type": "Package", "Title": "Adaptive and Robust Pipeline for Transfer Learning", "Version": "1.0.0", "Date": "2024-10-16", "Authors@R": "c(person(given = \"Boxiang\",\nfamily = \"Wang\",\nrole = c(\"aut\", \"cre\"),\nemail = \"boxiang-wang@uiowa.edu\"),\nperson(given = \"Yunan\",\nfamily = \"Wu\",\nrole = \"aut\"),\nperson(given = \"Chenglong\",\nfamily = \"Ye\",\nrole = \"aut\"))", "Description": "Adaptive and Robust Transfer Learning (ART) is a flexible\nframework for transfer learning that integrates information\nfrom auxiliary data sources to improve model performance on\nprimary tasks. It is designed to be robust against negative\ntransfer by including the non-transfer model in the candidate\npool, ensuring stable performance even when auxiliary datasets\nare less informative. See the paper, Wang, Wu, and Ye (2023)\n.", "Encoding": "UTF-8", "License": "GPL-2", "VignetteBuilder": "knitr", "RoxygenNote": "7.3.2", "Repository": "https://boxiang-wang.r-universe.dev", "Date/Publication": "2025-01-18 20:35:45 UTC", "RemoteUrl": "https://github.com/boxiang-wang/arttransfer", "RemoteRef": "HEAD", "RemoteSha": "000413ae345f78ca15b692d659f565e075b7cb2c", "NeedsCompilation": "no", "Packaged": { "Date": "2026-06-04 09:19:02 UTC", "User": "root" }, "Author": "Boxiang Wang [aut, cre],\nYunan Wu [aut],\nChenglong Ye [aut]", "Maintainer": "Boxiang Wang ", "MD5sum": "1b835eb2badd99236670047367906f5a", "_user": "boxiang-wang", "_type": "src", "_file": "ARTtransfer_1.0.0.tar.gz", "_fileid": "d20c24b2e6eca4bb8636e1407a4f67261e4c21d92d03d7a1f9e9e964d3ff437c", "_filesize": 138344, "_sha256": "d20c24b2e6eca4bb8636e1407a4f67261e4c21d92d03d7a1f9e9e964d3ff437c", "_created": "2026-06-04T09:19:02.000Z", "_published": "2026-06-04T09:21:45.824Z", "_distro": "noble", "_jobs": [ { "job": 79488152281, "time": 113, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "7407731280" }, { "job": 79488152302, "time": 131, "config": "linux-release-x86_64", "r": "4.6.0", "check": "OK", "artifact": "7407737498" }, { "job": 79488152298, "time": 89, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "7407722426" }, { "job": 79488152367, "time": 93, "config": "macos-release-arm64", "r": "4.6.0", "check": "OK", "artifact": "7407723973" }, { "job": 79487735247, "time": 149, "config": "source", "r": "4.6.0", "check": "OK", "artifact": "7407689217" }, { "job": 79488152282, "time": 98, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "7407726065" }, { "job": 79488152300, "time": 92, "config": "windows-devel", "r": "4.7.0", "check": "OK", "artifact": "7407723663" }, { "job": 79488152324, "time": 105, "config": "windows-oldrel", "r": "4.5.3", "check": "OK", "artifact": "7407732712" }, { "job": 79488152289, "time": 94, "config": "windows-release", "r": "4.6.0", "check": "OK", "artifact": "7407724406" } ], "_buildurl": "https://github.com/r-universe/boxiang-wang/actions/runs/26942654435", "_status": "success", "_host": "GitHub-Actions", "_upstream": "https://github.com/boxiang-wang/arttransfer", "_commit": { "id": "000413ae345f78ca15b692d659f565e075b7cb2c", "author": "boxiang-wang ", "committer": "boxiang-wang ", "message": "ARTtransfer_0.0.1 CRAN version\n", "time": 1737232545 }, "_maintainer": { "name": "Boxiang Wang", "email": "boxiang-wang@uiowa.edu", "login": "boxiang-wang", "description": "Associate Professor of Statistics in Department of Statistics and Actuarial Science at the University of Iowa", "uuid": 5963660 }, "_registered": true, "_dependencies": [ { "package": "gbm", "role": "Imports" }, { "package": "glmnet", "role": "Imports" }, { "package": "nnet", "role": "Imports" }, { "package": "randomForest", "role": "Imports" }, { "package": "stats", "role": "Imports" }, { "package": "knitr", "role": "Suggests" }, { "package": "rmarkdown", "role": "Suggests" } ], "_owner": "boxiang-wang", "_selfowned": true, "_usedby": 0, "_updates": [], "_tags": [], "_stars": 0, "_contributors": [ { "user": "boxiang-wang", "count": 5, "uuid": 5963660 } ], "_userbio": { "uuid": 5963660, "type": "user", "name": "Boxiang Wang", "description": "Associate Professor of Statistics in Department of Statistics and Actuarial Science at the University of Iowa" }, "_downloads": { "count": 602, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/ARTtransfer" }, "_devurl": "https://github.com/boxiang-wang/arttransfer", "_searchresults": 10, "_rbuild": "4.6.0", "_assets": [ "extra/ARTtransfer.html", "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/readme.html", "extra/readme.md", "manual.pdf" ], "_homeurl": "https://github.com/boxiang-wang/arttransfer", "_realowner": "boxiang-wang", "_cranurl": true, "_releases": [ { "version": "1.0.0", "date": "2024-10-24" } ], "_exports": [ "ART", "ART_I_AM", "fit_gbm", "fit_glmnet_lm", "fit_glmnet_logit", "fit_lm", "fit_logit", "fit_nnet", "fit_rf", "generate_data", "stan" ], "_help": [ { "page": "ART", "title": "ART: Adaptive and Robust Transfer Learning", "topics": [ "ART" ] }, { "page": "ART_I_AM", "title": "ART_I_AM: ART-Integrated-Aggregrating Machines", "topics": [ "ART_I_AM" ] }, { "page": "fit_gbm", "title": "fit_gbm: Gradient Boosting Wrapper for the ARTtransfer package", "topics": [ "fit_gbm" ] }, { "page": "fit_glmnet_lm", "title": "fit_glmnet_lm: Sparse Linear Regression Wrapper for the ARTtransfer package", "topics": [ "fit_glmnet_lm" ] }, { "page": "fit_glmnet_logit", "title": "fit_glmnet_logit: Sparse Logistic Regression Wrapper for the ARTtransfer package", "topics": [ "fit_glmnet_logit" ] }, { "page": "fit_lm", "title": "fit_lm: Linear Regression Wrapper for the ARTtransfer package", "topics": [ "fit_lm" ] }, { "page": "fit_logit", "title": "fit_logit: Logistic Regression Wrapper for the ARTtransfer package", "topics": [ "fit_logit" ] }, { "page": "fit_nnet", "title": "fit_nnet: Neural Network Wrapper for the ARTtransfer package", "topics": [ "fit_nnet" ] }, { "page": "fit_rf", "title": "fit_rf: Random Forest Wrapper for the ARTtransfer package", "topics": [ "fit_rf" ] }, { "page": "generate_data", "title": "generate_data: Generate synthetic primary, auxiliary, and noisy datasets for transfer learning", "topics": [ "generate_data" ] }, { "page": "stan", "title": "stan: Standardize Training, Validation, and Test Datasets", "topics": [ "stan" ] } ], "_readme": "https://github.com/boxiang-wang/arttransfer/raw/HEAD/README.md", "_rundeps": [ "codetools", "foreach", "gbm", "glmnet", "iterators", "lattice", "Matrix", "nnet", "randomForest", "Rcpp", "RcppEigen", "shape", "survival" ], "_vignettes": [ { "source": "ARTtransfer.Rmd", "filename": "ARTtransfer.html", "title": "Introduction to R Package ARTtransfer for Transfer Learning", "author": "Boxiang Wang, Yunan Wu, and Chenglong Ye", "engine": "knitr::rmarkdown", "headings": [ "Introduction to ARTtransfer", "Installation", "Getting Started", "Generate Data", "Fitting ART", "Wrapper Functions", "ART with Integrated-Aggregating Machines (ART-I-AM)", "Fitting ART with ART_I_AM", "Conclusion" ], "created": "2024-09-24 00:03:27", "modified": "2024-10-21 21:55:03", "commits": 2 } ], "_score": 3.6989700043360187, "_indexed": true, "_nocasepkg": "arttransfer", "_universes": [ "boxiang-wang" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "1.0.0", "date": "2026-06-04T09:20:46.000Z", "distro": "noble", "commit": "000413ae345f78ca15b692d659f565e075b7cb2c", "fileid": "30d9dda581a64e77b4c64dc34fcefd5ab0206dd73b7405ba3c1ddcf4303d6a19", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/boxiang-wang/actions/runs/26942654435" }, { "r": "4.6.0", "os": "linux", "version": "1.0.0", "date": "2026-06-04T09:21:00.000Z", "distro": "noble", "commit": "000413ae345f78ca15b692d659f565e075b7cb2c", "fileid": "6a2df24396f5fd80e4c4420b3a3056d400ec4853456cd4a75fdd40821deae706", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/boxiang-wang/actions/runs/26942654435" }, { "r": "4.5.3", "os": "mac", "version": "1.0.0", "date": "2026-06-04T09:20:31.000Z", "commit": "000413ae345f78ca15b692d659f565e075b7cb2c", "fileid": "ff84778f2f5e104876a2ee86b3c47419d6ed0ef498fba98b0ca6d8298ee63f1c", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/boxiang-wang/actions/runs/26942654435" }, { "r": "4.6.0", "os": "mac", "version": "1.0.0", "date": "2026-06-04T09:20:32.000Z", "commit": "000413ae345f78ca15b692d659f565e075b7cb2c", "fileid": "4deaeed4247fa3b81e0171cf960a41a68107a3819b57206589007265835c7ea4", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/boxiang-wang/actions/runs/26942654435" }, { "r": "4.6.0", "os": "wasm", "version": "1.0.0", "date": "2026-06-04T09:20:57.000Z", "commit": "000413ae345f78ca15b692d659f565e075b7cb2c", "fileid": "f2e7006d78eca9ca79617dd4fb4458f9957f2ad771bfdd36e586e0ad146937e4", "status": "success", "buildurl": "https://github.com/r-universe/boxiang-wang/actions/runs/26942654435" }, { "r": "4.7.0", "os": "win", "version": "1.0.0", "date": "2026-06-04T09:20:18.000Z", "commit": "000413ae345f78ca15b692d659f565e075b7cb2c", "fileid": "c6a7004431ee99eb0a0aa2c781476e0322d0081993eee41f4b0a7d994aa5819d", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/boxiang-wang/actions/runs/26942654435" }, { "r": "4.5.3", "os": "win", "version": "1.0.0", "date": "2026-06-04T09:20:43.000Z", "commit": "000413ae345f78ca15b692d659f565e075b7cb2c", "fileid": "4048e2ced3f04bed32c4a500eb638b5a49197e38694c3cd17be667dfa2986ec8", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/boxiang-wang/actions/runs/26942654435" }, { "r": "4.6.0", "os": "win", "version": "1.0.0", "date": "2026-06-04T09:20:17.000Z", "commit": "000413ae345f78ca15b692d659f565e075b7cb2c", "fileid": "4a3f235c78445cb6df61fc0359fb5a1fd7ac580085858705e2e5d3291877442b", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/boxiang-wang/actions/runs/26942654435" } ] }