{
  "_id": "6a101314acfb0bcc41c8305d",
  "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 <frederic.bertrand@lecnam.net>",
  "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": "2026-05-22 08:23:18 UTC",
    "User": "root"
  },
  "MD5sum": "bc9ca0443e40ddab3683d215e33027a9",
  "_user": "fbertran",
  "_type": "src",
  "_file": "penalizedSVM_1.2.0.tar.gz",
  "_fileid": "d99bebb3afdfb41a3745e301108dc69e78a3b97635a1e9733b1f64161981863f",
  "_filesize": 259352,
  "_sha256": "d99bebb3afdfb41a3745e301108dc69e78a3b97635a1e9733b1f64161981863f",
  "_created": "2026-05-22T08:23:18.000Z",
  "_published": "2026-05-22T08:25:56.827Z",
  "_distro": "noble",
  "_jobs": [
    {
      "job": 77343338070,
      "time": 112,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7156100162"
    },
    {
      "job": 77343338123,
      "time": 113,
      "config": "linux-release-x86_64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7156100457"
    },
    {
      "job": 77343337959,
      "time": 115,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "7156101069"
    },
    {
      "job": 77343338071,
      "time": 71,
      "config": "macos-release-arm64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7156087328"
    },
    {
      "job": 77342858960,
      "time": 194,
      "config": "source",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7156063853"
    },
    {
      "job": 77343337955,
      "time": 91,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7156093618"
    },
    {
      "job": 77343338047,
      "time": 95,
      "config": "windows-devel",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7156094446"
    },
    {
      "job": 77343338011,
      "time": 70,
      "config": "windows-oldrel",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "7156086875"
    },
    {
      "job": 77343337974,
      "time": 69,
      "config": "windows-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7156087180"
    }
  ],
  "_buildurl": "https://github.com/r-universe/fbertran/actions/runs/26276760296",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/fbertran/penalizedsvm",
  "_commit": {
    "id": "333e55010fc1ab3e7e37628647de51d31e0d6800",
    "author": "Frederic Bertrand <frederic.bertrand@utt.fr>",
    "committer": "Frederic Bertrand <frederic.bertrand@utt.fr>",
    "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
  },
  "_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": 1,
  "_updates": [
    {
      "week": "2025-37",
      "n": 1
    }
  ],
  "_tags": [],
  "_stars": 1,
  "_contributors": [
    {
      "user": "fbertran",
      "count": 5,
      "uuid": 6714333
    }
  ],
  "_userbio": {
    "uuid": 6714333,
    "type": "user",
    "name": "Frederic Bertrand",
    "description": "Full professor in statistical modelling and data science at the CNAM Paris, France"
  },
  "_downloads": {
    "count": 660,
    "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": 80,
  "_rbuild": "4.6.0",
  "_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": 4.079181246047625,
  "_indexed": true,
  "_nocasepkg": "penalizedsvm",
  "_universes": [
    "fbertran"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "1.2.0",
      "date": "2026-05-22T08:25:16.000Z",
      "distro": "noble",
      "commit": "333e55010fc1ab3e7e37628647de51d31e0d6800",
      "fileid": "064d2dc79e0a77c7c5d1b57cb6fb8c9792a257ce27b49909f85eabe6ca9b00a5",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/fbertran/actions/runs/26276760296"
    },
    {
      "r": "4.6.0",
      "os": "linux",
      "version": "1.2.0",
      "date": "2026-05-22T08:25:17.000Z",
      "distro": "noble",
      "commit": "333e55010fc1ab3e7e37628647de51d31e0d6800",
      "fileid": "d6d0f7f868cc7295d346883d67f6ffea556292e75e4413c2a49bdf08799b7c4c",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/fbertran/actions/runs/26276760296"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "1.2.0",
      "date": "2026-05-22T08:25:21.000Z",
      "commit": "333e55010fc1ab3e7e37628647de51d31e0d6800",
      "fileid": "8ce17c37a89719b0dc8b65a0d2d507374323ac9c6cc765391122a8f7ad76f3b9",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/fbertran/actions/runs/26276760296"
    },
    {
      "r": "4.6.0",
      "os": "mac",
      "version": "1.2.0",
      "date": "2026-05-22T08:24:41.000Z",
      "commit": "333e55010fc1ab3e7e37628647de51d31e0d6800",
      "fileid": "97d00a4553b3885e3ab8d9244ec235e928026b95148e75108b109a6050f2459e",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/fbertran/actions/runs/26276760296"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "1.2.0",
      "date": "2026-05-22T08:25:11.000Z",
      "commit": "333e55010fc1ab3e7e37628647de51d31e0d6800",
      "fileid": "6962fe23aa44079ad7c8bb13f46c84424c6986579aab3867c95843ea53e3ada5",
      "status": "success",
      "buildurl": "https://github.com/r-universe/fbertran/actions/runs/26276760296"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "1.2.0",
      "date": "2026-05-22T08:24:49.000Z",
      "commit": "333e55010fc1ab3e7e37628647de51d31e0d6800",
      "fileid": "e4e758118cfad8c53bb4dd5cc249116a18bedbc7daebaa8a85a09487608c98e4",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/fbertran/actions/runs/26276760296"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "1.2.0",
      "date": "2026-05-22T08:24:28.000Z",
      "commit": "333e55010fc1ab3e7e37628647de51d31e0d6800",
      "fileid": "5cbab4932a96e2d65d4e0813eecb633b7f46446cc86419fe6ac2caa432551a06",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/fbertran/actions/runs/26276760296"
    },
    {
      "r": "4.6.0",
      "os": "win",
      "version": "1.2.0",
      "date": "2026-05-22T08:24:27.000Z",
      "commit": "333e55010fc1ab3e7e37628647de51d31e0d6800",
      "fileid": "2a8912e78bb9bba2882ac4959210d245aa7aad9b20a36ad248e14f363d8a2cec",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/fbertran/actions/runs/26276760296"
    }
  ]
}