{ "_id": "6ac3704b5d4d1063c52e99da", "Package": "MKclass", "Version": "0.5", "Date": "2023-09-17", "Title": "Statistical Classification", "Authors@R": "person(\"Matthias\", \"Kohl\", role = c(\"aut\", \"cre\"),\nemail = \"Matthias.Kohl@stamats.de\",\ncomment = c(ORCID = \"0000-0001-9514-8910\"))", "Author": "Matthias Kohl [aut, cre] (0000-0001-9514-8910)", "Maintainer": "Matthias Kohl ", "VignetteBuilder": "knitr", "Description": "Performance measures and scores for statistical\nclassification such as accuracy, sensitivity, specificity,\nrecall, similarity coefficients, AUC, GINI index, Brier score\nand many more. Calculation of optimal cut-offs and decision\nstumps (Iba and Langley (1991),\n) for all implemented\nperformance measures. Hosmer-Lemeshow goodness of fit tests\n(Lemeshow and Hosmer (1982),\n; Hosmer et al (1997),\n).\nStatistical and epidemiological risk measures such as relative\nrisk, odds ratio, number needed to treat (Porta (2014),\n).", "License": "LGPL-3", "URL": "https://github.com/stamats/MKclass", "Repository": "https://stamats.r-universe.dev", "Date/Publication": "2025-09-10 08:36:54 UTC", "RemoteUrl": "https://github.com/stamats/mkclass", "RemoteRef": "HEAD", "RemoteSha": "c01b704dca7eaef8fbd973f05b6e88281d2349b9", "NeedsCompilation": "no", "Packaged": { "Date": "2026-10-05 09:36:51 UTC", "User": "root" }, "_user": "stamats", "_type": "src", "_file": "MKclass_0.5.tar.gz", "_fileid": "https://r2.ropensci.org/1c62c91442289ee71ec1c26004f3186b52f0b86d8e67a8b2cc53bfdb81032582", "_filesize": 641793, "_sha256": "1c62c91442289ee71ec1c26004f3186b52f0b86d8e67a8b2cc53bfdb81032582", "_expires": "2027-01-13T09:39:22.000Z", "_created": "2026-10-05T09:36:51.000Z", "_published": "2026-10-05T09:39:23.676Z", "_jobs": [ { "job": 111701839486, "time": 106, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "11337065292" }, { "job": 111701839456, "time": 112, "config": "linux-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "11336317391" }, { "job": 111701839342, "time": 92, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "11337085247" }, { "job": 111701839426, "time": 112, "config": "macos-release-arm64", "r": "4.6.1", "check": "OK", "artifact": "11337260099" }, { "job": 111700881210, "time": 158, "config": "source", "r": "4.6.1", "check": "OK", "artifact": "11336775987" }, { "job": 111701839441, "time": 76, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "11336357789" }, { "job": 111701839517, "time": 86, "config": "windows-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "11337140319" }, { "job": 111701839598, "time": 63, "config": "windows-oldrel-x86_64", "r": "4.5.3", "check": "OK", "artifact": "11336386859" }, { "job": 111701839464, "time": 65, "config": "windows-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "11336636476" } ], "_host": "GitHub-Actions", "_buildurl": "https://github.com/r-universe/stamats/actions/runs/37290890791", "_status": "success", "_upstream": "https://github.com/stamats/mkclass", "_commit": { "id": "c01b704dca7eaef8fbd973f05b6e88281d2349b9", "author": "stamats ", "committer": "stamats ", "message": "changed link\n", "time": 1757493414 }, "_maintainer": { "name": "Matthias Kohl", "email": "matthias.kohl@stamats.de", "login": "stamats", "orcid": "0000-0001-9514-8910", "description": "Professor of Mathematics in Biology and Medicine at Furtwangen University", "uuid": 11901280 }, "_distro": "resolute", "_registered": true, "_dependencies": [ { "package": "R", "version": ">= 4.0.0", "role": "Depends" }, { "package": "stats", "role": "Imports" }, { "package": "knitr", "role": "Suggests" }, { "package": "rmarkdown", "role": "Suggests" }, { "package": "foreach", "role": "Suggests" }, { "package": "parallel", "role": "Suggests" }, { "package": "doParallel", "role": "Suggests" } ], "_owner": "stamats", "_selfowned": true, "_usedby": 0, "_updates": [], "_tags": [], "_stars": 2, "_contributors": [ { "user": "stamats", "count": 65, "uuid": 11901280 } ], "_userbio": { "uuid": 11901280, "type": "user", "name": "Matthias Kohl", "followers": 38, "description": "Professor of Mathematics in Biology and Medicine at Furtwangen University" }, "_downloads": { "count": 272, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/MKclass" }, "_devurl": "https://github.com/stamats/mkclass", "_searchresults": 20, "_rbuild": "4.6.1", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/manual.pdf", "extra/MKclass.html", "extra/NEWS.html", "extra/NEWS.txt", "extra/readme.html", "extra/readme.md" ], "_homeurl": "https://github.com/stamats/mkclass", "_realowner": "stamats", "_cranurl": true, "_releases": [ { "version": "0.3", "date": "2020-10-10" }, { "version": "0.5", "date": "2023-09-18" } ], "_exports": [ "ACC", "AUC", "AUC.test", "BACC", "BBS", "BFG0", "BFG1", "BLR", "BPV", "BS", "BSS", "CKC", "confMatrix", "CRV", "CSI", "decisionStump", "DFM", "DOR", "DP", "DPp", "DPREV", "DR", "DSC", "EACC", "EC", "ER", "F1S", "FAR", "FBS", "FC", "FDR", "FIC", "FNR", "FO", "FOR", "FPR", "GINI", "HLgof.test", "HR", "INF", "INFQR", "JD", "JE2", "JSC", "MARK", "MCC", "MI2", "MR", "NBS", "NIR", "NLR", "NPOSTO", "NPOSTP", "NPREO", "NPREP", "NPV", "NU", "optCutoff", "or2rr", "pairwise.auc", "PBS", "PCC", "PD", "perfMeasures", "perfScores", "PFA", "PHIC", "PLR", "PMC", "POSTO", "POSTP", "PPP", "PPV", "PREC", "predValues", "PREO", "PREP", "PREV", "PROF", "REC", "RED", "risks", "RPHI", "rrCI", "RSI", "SEL", "SENS", "SMC", "SPEC", "SU", "TNR", "TPR", "TS", "UC", "VI2", "WACC", "WBS", "WLR", "WPV", "YJS" ], "_help": [ { "page": "0MKclass-package", "title": "Statistical Classification.", "topics": [ "MKclass-package", "MKclass" ] }, { "page": "AUC", "title": "Compute AUC", "topics": [ "AUC" ] }, { "page": "AUCtest", "title": "AUC-Test", "topics": [ "AUC.test" ] }, { "page": "confMatrix", "title": "Compute Confusion Matrix", "topics": [ "confMatrix" ] }, { "page": "decisionStump", "title": "Compute Decision Stumps", "topics": [ "decisionStump" ] }, { "page": "HLgofTest", "title": "Hosmer-Lemeshow goodness of fit tests.", "topics": [ "HLgof.test" ] }, { "page": "optCutoff", "title": "Compute the Optimal Cutoff for Binary Classification", "topics": [ "optCutoff" ] }, { "page": "or2rr", "title": "Transform OR to RR", "topics": [ "or2rr" ] }, { "page": "pairwiseAUC", "title": "Compute pairwise AUCs", "topics": [ "pairwise.auc" ] }, { "page": "perfMeasures", "title": "Compute Performance Measures or Binary Classification", "topics": [ "ACC", "BACC", "BFG0", "BFG1", "BLR", "BPV", "CKC", "CRV", "CSI", "DFM", "DOR", "DP", "DPp", "DPREV", "DR", "DSC", "EACC", "EC", "ER", "F1S", "FAR", "FBS", "FC", "FDR", "FIC", "FNR", "FO", "FOR", "FPR", "HR", "INF", "INFQR", "JD", "JE2", "JSC", "MARK", "MCC", "MI2", "MR", "NIR", "NLR", "NPOSTO", "NPOSTP", "NPREO", "NPREP", "NPV", "NU", "PCC", "PD", "perfMeasures", "PFA", "PHIC", "PLR", "PMC", "POSTO", "POSTP", "PPP", "PPV", "PREC", "PREO", "PREP", "PREV", "PROF", "REC", "RED", "RPHI", "RSI", "SEL", "SENS", "SMC", "SPEC", "SU", "TNR", "TPR", "TS", "UC", "VI2", "WACC", "WLR", "WPV", "YJS" ] }, { "page": "perfScores", "title": "Compute Performance Scores for Binary Classification", "topics": [ "BBS", "BS", "BSS", "GINI", "NBS", "PBS", "perfScores", "WBS" ] }, { "page": "predValues", "title": "Compute PPV and NPV.", "topics": [ "predValues" ] }, { "page": "risks", "title": "Compute RR, OR and Other Risk Measures", "topics": [ "risks" ] }, { "page": "rrCI", "title": "Compute Approximate Confidence Interval for RR.", "topics": [ "rrCI" ] } ], "_readme": "https://github.com/stamats/mkclass/raw/HEAD/README.md", "_rundeps": [], "_vignettes": [ { "source": "MKclass.Rmd", "filename": "MKclass.html", "title": "Package MKclass", "author": "Matthias Kohl", "engine": "knitr::rmarkdown", "headings": [ "Introduction", "OR, RR and Other Risk Measures", "AUC", "Estimation", "Testing", "Pairwise", "PPV and NPV", "Performance Measures and Scores", "Optimal Cutoff", "Hosmer-Lemeshow and le Cessie-van Houwelingen-Copas-Hosmer", "sessionInfo" ], "created": "2019-08-16 07:56:17", "modified": "2022-12-01 20:01:05", "commits": 3 } ], "_score": 4.301029995663981, "_indexed": true, "_nocasepkg": "mkclass", "_universes": [ "stamats" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "0.5", "date": "2026-10-05T09:38:33.000Z", "distro": "resolute", "commit": "c01b704dca7eaef8fbd973f05b6e88281d2349b9", "fileid": "https://r2.ropensci.org/37af25bd340855b59adb607dd7eb737a1518ca5755405808f9ddba792ecf7a71", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/stamats/actions/runs/37290890791" }, { "r": "4.6.1", "os": "linux", "version": "0.5", "date": "2026-10-05T09:38:41.000Z", "distro": "resolute", "commit": "c01b704dca7eaef8fbd973f05b6e88281d2349b9", "fileid": "https://r2.ropensci.org/febc20c6a78256b801aa08261bf6c84c1458f78ebc578871efc53b094d86a5a4", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/stamats/actions/runs/37290890791" }, { "r": "4.5.3", "os": "mac", "version": "0.5", "date": "2026-10-05T09:38:27.000Z", "commit": "c01b704dca7eaef8fbd973f05b6e88281d2349b9", "fileid": "https://r2.ropensci.org/8c998c299b86dd2412cc84e3ce702b058141dc887f3c85bb05da38a43270d2be", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/stamats/actions/runs/37290890791" }, { "r": "4.6.1", "os": "mac", "version": "0.5", "date": "2026-10-05T09:38:40.000Z", "commit": "c01b704dca7eaef8fbd973f05b6e88281d2349b9", "fileid": "https://r2.ropensci.org/786d2e406858e91fd14618d5e0dcb03982803062cd56291830293a208282ccbb", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/stamats/actions/runs/37290890791" }, { "r": "4.6.0", "os": "wasm", "version": "0.5", "date": "2026-10-05T09:38:21.000Z", "commit": "c01b704dca7eaef8fbd973f05b6e88281d2349b9", "fileid": "https://r2.ropensci.org/6ffda3cb9c6a7dcdd611d3fa0fa8e3b5d665876252f4074fe325d69a43a73ec9", "status": "success", "buildurl": "https://github.com/r-universe/stamats/actions/runs/37290890791" }, { "r": "4.7.0", "os": "win", "version": "0.5", "date": "2026-10-05T09:38:05.000Z", "commit": "c01b704dca7eaef8fbd973f05b6e88281d2349b9", "fileid": "https://r2.ropensci.org/5844b1580287c9493961d1f3aa31aae63fbc366ef600e55a48aa8fe9d9d1b966", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/stamats/actions/runs/37290890791" }, { "r": "4.5.3", "os": "win", "version": "0.5", "date": "2026-10-05T09:37:48.000Z", "commit": "c01b704dca7eaef8fbd973f05b6e88281d2349b9", "fileid": "https://r2.ropensci.org/fa29b2e4d067555ec59ea4b95447c8697e8f77f8f24fcd766f0f39e883b42e7a", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/stamats/actions/runs/37290890791" }, { "r": "4.6.1", "os": "win", "version": "0.5", "date": "2026-10-05T09:37:49.000Z", "commit": "c01b704dca7eaef8fbd973f05b6e88281d2349b9", "fileid": "https://r2.ropensci.org/2afedbdaca03092f2dbc9877c1ea3d440196d6abd4508e551949afe37aa2f403", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/stamats/actions/runs/37290890791" } ] }