{ "_id": "6a48c0f4e06c18f0a654a179", "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": "2026-07-04 07:21:51 UTC", "User": "root" }, "Author": "Boxiang Wang [aut, cre],\nYunan Wu [aut],\nChenglong Ye [aut]", "Maintainer": "Boxiang Wang ", "_user": "boxiang-wang", "_type": "src", "_file": "ARTtransfer_1.0.0.tar.gz", "_fileid": "https://r2.ropensci.org/658f55ac84fed6475e429915a46af7b727e74973ebaff01fb0b690c32a1ecd16", "_filesize": 138916, "_sha256": "658f55ac84fed6475e429915a46af7b727e74973ebaff01fb0b690c32a1ecd16", "_expires": "2026-10-12T08:14:42.000Z", "_created": "2026-07-04T07:21:51.000Z", "_published": "2026-07-04T08:14:44.108Z", "_jobs": [ { "job": 85113676551, "time": 138, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "8079566174" }, { "job": 85113676548, "time": 144, "config": "linux-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "8079566986" }, { "job": 85113676550, "time": 80, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "8079912595" }, { "job": 85113676545, "time": 83, "config": "macos-release-arm64", "r": "4.6.1", "check": "OK", "artifact": "8079936049" }, { "job": 85113468810, "time": 167, "config": "source", "r": "4.6.1", "check": "OK", "artifact": "8079546586" }, { "job": 85113676552, "time": 137, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "8079566008" }, { "job": 85113676556, "time": 91, "config": "windows-devel", "r": "4.7.0", "check": "OK", "artifact": "8079560109" }, { "job": 85113676554, "time": 83, "config": "windows-oldrel", "r": "4.5.3", "check": "OK", "artifact": "8079559187" }, { "job": 85113676560, "time": 82, "config": "windows-release", "r": "4.6.1", "check": "OK", "artifact": "8079558811" } ], "_host": "GitHub-Actions", "_buildurl": "https://github.com/r-universe/boxiang-wang/actions/runs/28698913559", "_status": "success", "_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 }, "_distro": "resolute", "_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", "followers": 5, "description": "Associate Professor of Statistics in Department of Statistics and Actuarial Science at the University of Iowa" }, "_downloads": { "count": 558, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/ARTtransfer" }, "_devurl": "https://github.com/boxiang-wang/arttransfer", "_searchresults": 10, "_rbuild": "4.6.1", "_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": "2026-07-04T07:23:58.000Z", "distro": "resolute", "commit": "000413ae345f78ca15b692d659f565e075b7cb2c", "fileid": "https://r2.ropensci.org/320ade6bffaae6284ff18a4892c4617c9885e8e308ee0440de36ae142c1ba116", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/boxiang-wang/actions/runs/28698913559" }, { "r": "4.6.1", "os": "linux", "version": "1.0.0", "date": "2026-07-04T07:23:59.000Z", "distro": "resolute", "commit": "000413ae345f78ca15b692d659f565e075b7cb2c", "fileid": "https://r2.ropensci.org/80d57c2f63f8e81322e7aa588ab095e66f3596316dd97b871bdce10fad138b2c", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/boxiang-wang/actions/runs/28698913559" }, { "r": "4.5.3", "os": "mac", "version": "1.0.0", "date": "2026-07-04T08:10:45.000Z", "commit": "000413ae345f78ca15b692d659f565e075b7cb2c", "fileid": "https://r2.ropensci.org/a820a230212052c18255d2309bce8efed2caa67cfe5ccd1fd5f9e28e11132953", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/boxiang-wang/actions/runs/28698913559" }, { "r": "4.6.1", "os": "mac", "version": "1.0.0", "date": "2026-07-04T08:14:06.000Z", "commit": "000413ae345f78ca15b692d659f565e075b7cb2c", "fileid": "https://r2.ropensci.org/e3310ae8628e7af3523993e4d4a708977291eee8d62bf5b953279f818d77d5ed", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/boxiang-wang/actions/runs/28698913559" }, { "r": "4.6.0", "os": "wasm", "version": "1.0.0", "date": "2026-07-04T07:24:23.000Z", "commit": "000413ae345f78ca15b692d659f565e075b7cb2c", "fileid": "https://r2.ropensci.org/e9c09d38744e0aec0a237cbf6eaf50b63d40a2ef13ded7560dafa67b25207303", "status": "success", "buildurl": "https://github.com/r-universe/boxiang-wang/actions/runs/28698913559" }, { "r": "4.7.0", "os": "win", "version": "1.0.0", "date": "2026-07-04T07:23:07.000Z", "commit": "000413ae345f78ca15b692d659f565e075b7cb2c", "fileid": "https://r2.ropensci.org/c86ccdf0f176ca41c1553d4db65a3a379f26177dcfe0787301afb5fc1416406e", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/boxiang-wang/actions/runs/28698913559" }, { "r": "4.5.3", "os": "win", "version": "1.0.0", "date": "2026-07-04T07:23:01.000Z", "commit": "000413ae345f78ca15b692d659f565e075b7cb2c", "fileid": "https://r2.ropensci.org/9be65cf9c04b716a3273e93fc489a174c5377afc1fb875545acc4642b08463bb", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/boxiang-wang/actions/runs/28698913559" }, { "r": "4.6.1", "os": "win", "version": "1.0.0", "date": "2026-07-04T07:22:59.000Z", "commit": "000413ae345f78ca15b692d659f565e075b7cb2c", "fileid": "https://r2.ropensci.org/6acbb057c196b35bc7cb2c4d2d99d18832b07c02af1d1de16e51f1206248c31b", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/boxiang-wang/actions/runs/28698913559" } ] }