{ "_id": "6a5f1a6314e95619b75d3f37", "Package": "penalizedSVM", "Type": "Package", "Title": "Feature Selection SVM using Penalty Functions", "Version": "1.2.0", "Date": "2025-09-15", "Authors@R": "c(person(given = \"Natalia\",\nfamily = \"Becker\",\nrole = \"aut\"),\nperson(given = \"Wiebke\",\nfamily = \"Werft\",\nrole = \"aut\"),\nperson(given = \"Axel\",\nfamily = \"Benner\",\nrole = \"aut\"),\nperson(given = \"Frederic\",\nfamily = \"Bertrand\",\nrole = \"cre\",\nemail = \"frederic.bertrand@lecnam.net\"))", "Author": "Natalia Becker [aut], Wiebke Werft [aut], Axel Benner [aut],\nFrederic Bertrand [cre]", "Maintainer": "Frederic Bertrand ", "Description": "Support Vector Machine (SVM) classification with\nsimultaneous feature selection using penalty functions is\nimplemented. The smoothly clipped absolute deviation (SCAD),\n'L1-norm', 'Elastic Net' ('L1-norm' and 'L2-norm') and 'Elastic\nSCAD' (SCAD and 'L2-norm') penalties are available. The tuning\nparameters can be found using either a fixed grid or a interval\nsearch.", "License": "GPL (>= 2)", "LazyLoad": "yes", "RoxygenNote": "6.0.1", "Config/testthat/edition": "3", "URL": "https://github.com/fbertran/penalizedSVM,\nhttps://fbertran.github.io/penalizedSVM", "BugReports": "https://github.com/fbertran/penalizedSVM/issues", "Repository": "https://fbertran.r-universe.dev", "Date/Publication": "2025-09-14 22:07:49 UTC", "RemoteUrl": "https://github.com/fbertran/penalizedsvm", "RemoteRef": "HEAD", "RemoteSha": "333e55010fc1ab3e7e37628647de51d31e0d6800", "NeedsCompilation": "no", "Packaged": { "Date": "2026-07-21 07:03:13 UTC", "User": "root" }, "_user": "fbertran", "_type": "src", "_file": "penalizedSVM_1.2.0.tar.gz", "_fileid": "https://r2.ropensci.org/d87860c9114357b9fa2cdd66090e58937f3126d119e2157fe3d0fa9acd4fb8e0", "_filesize": 258159, "_sha256": "d87860c9114357b9fa2cdd66090e58937f3126d119e2157fe3d0fa9acd4fb8e0", "_expires": "2026-10-29T07:06:09.000Z", "_created": "2026-07-21T07:03:13.000Z", "_published": "2026-07-21T07:06:11.474Z", "_jobs": [ { "job": 88565829592, "time": 135, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "8486701188" }, { "job": 88565829572, "time": 119, "config": "linux-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "8486695270" }, { "job": 88565829626, "time": 69, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "8486675472" }, { "job": 88565829500, "time": 74, "config": "macos-release-arm64", "r": "4.6.1", "check": "OK", "artifact": "8486677814" }, { "job": 88565102818, "time": 226, "config": "source", "r": "4.6.1", "check": "OK", "artifact": "8486646077" }, { "job": 88565829580, "time": 101, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "8486688334" }, { "job": 88565829599, "time": 73, "config": "windows-devel", "r": "4.7.0", "check": "OK", "artifact": "8486677114" }, { "job": 88565829557, "time": 80, "config": "windows-oldrel", "r": "4.5.3", "check": "OK", "artifact": "8486679982" }, { "job": 88565829585, "time": 76, "config": "windows-release", "r": "4.6.1", "check": "OK", "artifact": "8486678879" } ], "_host": "GitHub-Actions", "_buildurl": "https://github.com/r-universe/fbertran/actions/runs/29808802310", "_status": "success", "_upstream": "https://github.com/fbertran/penalizedsvm", "_commit": { "id": "333e55010fc1ab3e7e37628647de51d31e0d6800", "author": "Frederic Bertrand ", "committer": "Frederic Bertrand ", "message": "Add pkgdown website\nAdd doi\nFix description file\n", "time": 1757887669 }, "_maintainer": { "name": "Frederic Bertrand", "email": "frederic.bertrand@lecnam.net", "login": "fbertran", "twitter": "@BertrandFrdric2", "description": "Full professor in statistical modelling and data science at the CNAM Paris, France", "uuid": 6714333 }, "_distro": "resolute", "_registered": true, "_dependencies": [ { "package": "e1071", "role": "Depends" }, { "package": "mlegp", "role": "Depends" }, { "package": "MASS", "role": "Depends" }, { "package": "corpcor", "role": "Imports" }, { "package": "statmod", "role": "Imports" }, { "package": "tgp", "role": "Imports" }, { "package": "testthat", "version": ">= 3.0.0", "role": "Suggests" } ], "_owner": "fbertran", "_selfowned": true, "_usedby": 2, "_updates": [ { "week": "2025-37", "n": 1 } ], "_tags": [], "_stars": 1, "_contributors": [ { "user": "fbertran", "count": 5, "uuid": 6714333 } ], "_userbio": { "uuid": 6714333, "type": "user", "name": "Frederic Bertrand", "followers": 43, "description": "Full professor in statistical modelling and data science at the CNAM Paris, France" }, "_downloads": { "count": 427, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/penalizedSVM" }, "_mentions": 1, "_devurl": "https://github.com/fbertran/penalizedsvm", "_pkgdown": "https://fbertran.github.io/penalizedSVM", "_searchresults": 94, "_rbuild": "4.6.1", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/NEWS.html", "extra/NEWS.txt", "extra/penalizedSVM.html", "extra/readme.html", "extra/readme.md", "manual.pdf" ], "_homeurl": "https://github.com/fbertran/penalizedsvm", "_realowner": "fbertran", "_cranurl": true, "_releases": [ { "version": "1.0", "date": "2009-01-14" }, { "version": "1.1", "date": "2012-10-29" }, { "version": "1.1.1", "date": "2018-07-21" }, { "version": "1.1.2", "date": "2018-07-26" }, { "version": "1.1.3", "date": "2022-05-11" }, { "version": "1.1.4", "date": "2023-03-23" }, { "version": "1.2.0", "date": "2025-09-15" } ], "_exports": [ ".plot.EPSGO.parms", "Direct", "DrHSVM", "EPSGO", "ExpImprovement", "findgacv.scad", "lpsvm", "predict.penSVM", "print.penSVM", "scad_L2.svc", "scadsvc", "sim.data", "sortmat", "svmfs", "svmfs.default" ], "_help": [ { "page": "penalizedSVM-package", "title": "Feature Selection SVM using Penalty Functions", "topics": [ "penalizedSVM-package", "penalizedSVM" ] }, { "page": "plot.EPSGO.parms", "title": "Plot Interval Search Plot Visited Points and the Q Values.", "topics": [ ".plot.EPSGO.parms" ] }, { "page": "EPSGO", "title": "Fits SVM with variable selection using penalties.", "topics": [ "Direct", "EPSGO", "ExpImprovement" ] }, { "page": "findgacv.scad", "title": "Calculate Generalized Approximate Cross Validation Error Estimation for SCAD SVM model", "topics": [ "findgacv.scad" ] }, { "page": "svm.1norm", "title": "Fit L1-norm SVM", "topics": [ "lpsvm" ] }, { "page": "predict", "title": "Predict Method for Feature Selection SVM", "topics": [ "predict.penSVM" ] }, { "page": "print", "title": "Print Function for FS SVM", "topics": [ "print.penSVM" ] }, { "page": "scadsvc", "title": "Fit SCAD SVM model", "topics": [ "scadsvc" ] }, { "page": "simulate.data", "title": "Simulation of microarray data", "topics": [ "sim.data" ] }, { "page": "sortmat", "title": "Sort matrix or data frame", "topics": [ "sortmat" ] }, { "page": "svmfs", "title": "Fits SVM with variable selection using penalties.", "topics": [ "DrHSVM", "scad_L2.svc", "svmfs", "svmfs.default" ] } ], "_readme": "https://github.com/fbertran/penalizedsvm/raw/HEAD/README.md", "_rundeps": [ "class", "cluster", "corpcor", "e1071", "maptree", "MASS", "mlegp", "proxy", "rpart", "statmod", "tgp" ], "_score": 4.450249108319361, "_indexed": true, "_nocasepkg": "penalizedsvm", "_universes": [ "fbertran" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "1.2.0", "date": "2026-07-21T07:05:29.000Z", "distro": "resolute", "commit": "333e55010fc1ab3e7e37628647de51d31e0d6800", "fileid": "https://r2.ropensci.org/45ce97a9173fc00346735192251f477d0bb03cdcf1b8aebaa98356ae9ab70c6d", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/fbertran/actions/runs/29808802310" }, { "r": "4.6.1", "os": "linux", "version": "1.2.0", "date": "2026-07-21T07:05:17.000Z", "distro": "resolute", "commit": "333e55010fc1ab3e7e37628647de51d31e0d6800", "fileid": "https://r2.ropensci.org/7bfdbbcba584f62ff2950177153a20d384bf7f61b615f23d381b1445f4698f37", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/fbertran/actions/runs/29808802310" }, { "r": "4.5.3", "os": "mac", "version": "1.2.0", "date": "2026-07-21T07:04:33.000Z", "commit": "333e55010fc1ab3e7e37628647de51d31e0d6800", "fileid": "https://r2.ropensci.org/88fa9b118414b12661b2a78d89ae5660c064cdf45116634ad4b05bc2fdc4af03", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/fbertran/actions/runs/29808802310" }, { "r": "4.6.1", "os": "mac", "version": "1.2.0", "date": "2026-07-21T07:04:37.000Z", "commit": "333e55010fc1ab3e7e37628647de51d31e0d6800", "fileid": "https://r2.ropensci.org/763830b6f049ec2599dcb5c182bd2b36f393b62ee670c46af69ebe6e60aeb6c8", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/fbertran/actions/runs/29808802310" }, { "r": "4.6.0", "os": "wasm", "version": "1.2.0", "date": "2026-07-21T07:05:14.000Z", "commit": "333e55010fc1ab3e7e37628647de51d31e0d6800", "fileid": "https://r2.ropensci.org/4c9a2ad8ea816bb010b88d893a87022f9637b0be085eb813e35c39135d98c4db", "status": "success", "buildurl": "https://github.com/r-universe/fbertran/actions/runs/29808802310" }, { "r": "4.7.0", "os": "win", "version": "1.2.0", "date": "2026-07-21T07:04:24.000Z", "commit": "333e55010fc1ab3e7e37628647de51d31e0d6800", "fileid": "https://r2.ropensci.org/e4934947d3b9df76f973969c9263d7693dd1ddc129dc6aa1cc7344c4af3fc38d", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/fbertran/actions/runs/29808802310" }, { "r": "4.5.3", "os": "win", "version": "1.2.0", "date": "2026-07-21T07:04:31.000Z", "commit": "333e55010fc1ab3e7e37628647de51d31e0d6800", "fileid": "https://r2.ropensci.org/82a1b42f03d8a6d931b6ba428c53e38f73435529936168ca7a1c84e9c81a7744", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/fbertran/actions/runs/29808802310" }, { "r": "4.6.1", "os": "win", "version": "1.2.0", "date": "2026-07-21T07:04:28.000Z", "commit": "333e55010fc1ab3e7e37628647de51d31e0d6800", "fileid": "https://r2.ropensci.org/65709b2a849a9bd9ad553fe22a7088423a7465a07e5bc895ac8da5c40b42c79d", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/fbertran/actions/runs/29808802310" } ] }