{ "_id": "6a48200de06c18f0a652d5b4", "Package": "CSMES", "Type": "Package", "Title": "Cost-Sensitive Multi-Criteria Ensemble Selection for Uncertain\nCost Conditions", "Version": "1.0.1", "Author": "Koen W. De Bock, Kristof Coussement and Stefan Lessmann", "Maintainer": "Koen W. De Bock ", "Description": "Functions for cost-sensitive multi-criteria ensemble\nselection (CSMES) (as described in De bock et al. (2020)\n) for cost-sensitive learning\nunder unknown cost conditions.", "License": "GPL (>= 2)", "Encoding": "UTF-8", "LazyData": "true", "RoxygenNote": "7.2.3", "NeedsCompilation": "no", "Packaged": { "Date": "2026-07-03 20:44:58 UTC", "User": "root" }, "Repository": "https://koendebock.r-universe.dev", "Date/Publication": "2023-02-03 13:02:31 UTC", "RemoteUrl": "https://github.com/cran/CSMES", "RemoteRef": "HEAD", "RemoteSha": "a2cd47511f90481af0cb5af254188becad891d1e", "_user": "koendebock", "_type": "src", "_file": "CSMES_1.0.1.tar.gz", "_fileid": "https://r2.ropensci.org/eeaad242c3f537abd86ee1384b12a7f7c1605133e52851d7152ea81f28d8e899", "_filesize": 162478, "_sha256": "eeaad242c3f537abd86ee1384b12a7f7c1605133e52851d7152ea81f28d8e899", "_expires": "2026-10-11T20:48:11.000Z", "_created": "2026-07-03T20:44:58.000Z", "_published": "2026-07-03T20:48:13.698Z", "_jobs": [ { "job": 85069155209, "time": 159, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "8074556459" }, { "job": 85069155237, "time": 155, "config": "linux-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "8074555634" }, { "job": 85069155229, "time": 79, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "8074541932" }, { "job": 85069155203, "time": 85, "config": "macos-release-arm64", "r": "4.6.1", "check": "OK", "artifact": "8074542573" }, { "job": 85068882602, "time": 158, "config": "source", "r": "4.6.1", "check": "OK", "artifact": "8074526778" }, { "job": 85069155184, "time": 95, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "8074544714" }, { "job": 85069155234, "time": 68, "config": "windows-devel", "r": "4.7.0", "check": "OK", "artifact": "8074540115" }, { "job": 85069155283, "time": 76, "config": "windows-oldrel", "r": "4.5.3", "check": "OK", "artifact": "8074541022" }, { "job": 85069155225, "time": 77, "config": "windows-release", "r": "4.6.1", "check": "OK", "artifact": "8074541472" } ], "_host": "GitHub-Actions", "_buildurl": "https://github.com/r-universe/koendebock/actions/runs/28682548009", "_status": "success", "_upstream": "https://github.com/cran/CSMES", "_commit": { "id": "a2cd47511f90481af0cb5af254188becad891d1e", "author": "Koen W. De Bock ", "committer": "cran-robot ", "message": "version 1.0.1\n", "time": 1675429351 }, "_maintainer": { "name": "Koen W. De Bock", "email": "kdebock@audencia.com", "login": "koendebock", "description": "", "uuid": 41332679 }, "_distro": "resolute", "_registered": true, "_dependencies": [ { "package": "mco", "version": ">= 1.0-15.1", "role": "Imports" }, { "package": "ROCR", "version": ">= 1.0-7", "role": "Imports" }, { "package": "rpart", "version": ">= 4.1-15", "role": "Imports" }, { "package": "zoo", "version": ">= 1.8-6", "role": "Imports" }, { "package": "graphics", "version": ">= 3.5.1", "role": "Imports" }, { "package": "stats", "version": ">= 3.5.1", "role": "Imports" }, { "package": "caTools", "version": ">= 1.18.0", "role": "Imports" }, { "package": "data.table", "version": ">= 1.12.2", "role": "Imports" } ], "_owner": "cran", "_selfowned": true, "_usedby": 0, "_updates": [], "_tags": [], "_stars": 0, "_contributors": [ { "user": "koendebock", "count": 2, "uuid": 41332679 } ], "_userbio": { "uuid": 41332679, "type": "user", "name": "koendebock", "followers": 2 }, "_downloads": { "count": 280, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/CSMES" }, "_searchresults": 0, "_rbuild": "4.6.1", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/CSMES.html", "manual.pdf" ], "_realowner": "koendebock", "_cranurl": false, "_releases": [ { "version": "1.0.0", "date": "2020-02-22" }, { "version": "1.0.1", "date": "2023-02-03" } ], "_exports": [ "brierCurve", "CSMES.ensNomCurve", "CSMES.ensSel", "CSMES.predict", "CSMES.predictPareto", "plotBrierCurve" ], "_datasets": [ { "name": "BFP", "title": "Business failure prediction demonstration data set", "object": "BFP", "class": [ "data.frame" ], "fields": [ "V1", "V2", "V3", "V4", "V5", "V6", "V7", "V8", "V9", "V10", "V11", "V12", "V13", "V14", "V15", "V16", "V17", "V18", "Class" ], "rows": 522, "table": true, "tojson": true } ], "_help": [ { "page": "BFP", "title": "Business failure prediction demonstration data set", "topics": [ "BFP" ] }, { "page": "brierCurve", "title": "Calculates Brier Curve", "topics": [ "brierCurve" ] }, { "page": "CSMES.ensNomCurve", "title": "CSMES Training Stage 2: Extract an ensemble nomination curve (cost curve- or Brier curve-based) from a set of Pareto-optimal ensemble classifiers", "topics": [ "CSMES.ensNomCurve" ] }, { "page": "CSMES.ensSel", "title": "CSMES Training Stage 1: Cost-Sensitive Multicriteria Ensemble Selection resulting in a Pareto frontier of candidate ensemble classifiers", "topics": [ "CSMES.ensSel" ] }, { "page": "CSMES.predict", "title": "CSMES scoring: generate predictions for the optimal ensemble classifier according to CSMES in function of cost information.", "topics": [ "CSMES.predict" ] }, { "page": "CSMES.predictPareto", "title": "Generate predictions for all Pareto-optimal ensemble classifier candidates selected through CSMES", "topics": [ "CSMES.predictPareto" ] }, { "page": "plotBrierCurve", "title": "Plots Brier Curve", "topics": [ "plotBrierCurve" ] } ], "_rundeps": [ "bitops", "caTools", "data.table", "gplots", "gtools", "KernSmooth", "lattice", "mco", "ROCR", "rpart", "zoo" ], "_score": 1, "_indexed": true, "_nocasepkg": "csmes", "_universes": [ "koendebock" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "1.0.1", "date": "2026-07-03T20:47:37.000Z", "distro": "resolute", "commit": "a2cd47511f90481af0cb5af254188becad891d1e", "fileid": "https://r2.ropensci.org/093accac9d54a7e485809af8eb15c0a13e271ccba61cae570adeea8f945f40f9", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/koendebock/actions/runs/28682548009" }, { "r": "4.6.1", "os": "linux", "version": "1.0.1", "date": "2026-07-03T20:47:32.000Z", "distro": "resolute", "commit": "a2cd47511f90481af0cb5af254188becad891d1e", "fileid": "https://r2.ropensci.org/8e87b417426475aee70b54d1f79fa4f84ee10723f6d10ccb5cbcc53e7cdacc60", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/koendebock/actions/runs/28682548009" }, { "r": "4.5.3", "os": "mac", "version": "1.0.1", "date": "2026-07-03T20:46:24.000Z", "commit": "a2cd47511f90481af0cb5af254188becad891d1e", "fileid": "https://r2.ropensci.org/ddd3e110b7dd4ba023edc5438a43c856726c620bf5dd8c1d82735c113330662b", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/koendebock/actions/runs/28682548009" }, { "r": "4.6.1", "os": "mac", "version": "1.0.1", "date": "2026-07-03T20:46:27.000Z", "commit": "a2cd47511f90481af0cb5af254188becad891d1e", "fileid": "https://r2.ropensci.org/1b8067192729f2218d34072a0743b4af8ab09647e42ebd95424374083fc77c41", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/koendebock/actions/runs/28682548009" }, { "r": "4.6.0", "os": "wasm", "version": "1.0.1", "date": "2026-07-03T20:46:49.000Z", "commit": "a2cd47511f90481af0cb5af254188becad891d1e", "fileid": "https://r2.ropensci.org/f9f957eea0461671ab31a3d29efa72416eb40fb8caae08139b20a47bd7b25e63", "status": "success", "buildurl": "https://github.com/r-universe/koendebock/actions/runs/28682548009" }, { "r": "4.7.0", "os": "win", "version": "1.0.1", "date": "2026-07-03T20:46:05.000Z", "commit": "a2cd47511f90481af0cb5af254188becad891d1e", "fileid": "https://r2.ropensci.org/36b9d6e18368ef422180b2265e1ed916d3082583a96a2accdf68324ba25ae1c1", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/koendebock/actions/runs/28682548009" }, { "r": "4.5.3", "os": "win", "version": "1.0.1", "date": "2026-07-03T20:46:08.000Z", "commit": "a2cd47511f90481af0cb5af254188becad891d1e", "fileid": "https://r2.ropensci.org/5f6812ee2c90a831b0bf917f336997e4ac8d31cd8d548dc399ee619a9430fc32", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/koendebock/actions/runs/28682548009" }, { "r": "4.6.1", "os": "win", "version": "1.0.1", "date": "2026-07-03T20:46:11.000Z", "commit": "a2cd47511f90481af0cb5af254188becad891d1e", "fileid": "https://r2.ropensci.org/a33e846aea7ff7221fd1847066432e297f8ef41cd74300b37a3cc614cfff4caf", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/koendebock/actions/runs/28682548009" } ] }