{
  "_id": "6a2131a6cd65a98ecbd255f4",
  "Package": "Qval",
  "Type": "Package",
  "Title": "The Q-Matrix Validation Methods Framework",
  "Version": "1.2.4",
  "Date": "2025-11-20",
  "Author": "Haijiang Qin [aut, cre, cph] (ORCID:\n<https://orcid.org/0009-0000-6721-5653>), Lei Guo [aut, cph]\n(ORCID: <https://orcid.org/0000-0002-8273-3587>)",
  "Authors@R": "c(person(given = \"Haijiang\", \nfamily = \"Qin\",\nrole = c(\"aut\", \"cre\", \"cph\"),\nemail = \"haijiang133@outlook.com\",\ncomment = c(ORCID = \"0009-0000-6721-5653\")),\nperson(given = \"Lei\",\nfamily = \"Guo\",\nrole = c(\"aut\", \"cph\"),\nemail = \"happygl1229@swu.edu.cn\",\ncomment = c(ORCID = \"0000-0002-8273-3587\")))",
  "Maintainer": "Haijiang Qin <haijiang133@outlook.com>",
  "Description": "Provide a variety of Q-matrix validation methods for the\ngeneralized cognitive diagnosis models, including the method\nbased on the generalized deterministic input, noisy, and gate\nmodel (G-DINA) by de la Torre (2011)\n<DOI:10.1007/s11336-011-9207-7> discrimination index (the GDI\nmethod) by de la Torre and Chiu (2016)\n<DOI:10.1007/s11336-015-9467-8>, the Hull method by Najera et\nal. (2021) <DOI:10.1111/bmsp.12228>, the stepwise Wald test\nmethod (the Wald method) by Ma and de la Torre (2020)\n<DOI:10.1111/bmsp.12156>, the multiple logistic\nregression‑based Q‑matrix validation method (the MLR-B method)\nby Tu et al. (2022) <DOI:10.3758/s13428-022-01880-x>, the beta\nmethod based on signal detection theory by Li and Chen (2024)\n<DOI:10.1111/bmsp.12371> and Q-matrix validation based on\nrelative fit index by Chen et al. (2013)\n<DOI:10.1111/j.1745-3984.2012.00185.x>. Different research\nmethods and iterative procedures during Q-matrix validating are\navailable <DOI:10.3758/s13428-024-02547-5>.",
  "License": "GPL-3",
  "RoxygenNote": "7.3.3",
  "Encoding": "UTF-8",
  "NeedsCompilation": "yes",
  "Collate": "'att.hierarchy.R' 'CDM.R' 'IndexBeta.R' 'IndexPriority.R'\n'IndexPVAF.R' 'IndexR2.R' 'is.Qident.R' 'MLR.R' 'MLRlasso.R'\n'Mmatrix.R' 'QvalBeta.R' 'QvalGDI.R' 'QvalHull.R' 'QvalMLRB.R'\n'QvalWald.R' 'QvalIndex.R' 'QvalValidation.R' 'RcppExports.R'\n'Rmatrix.R' 'S3Extract.R' 'S3Plot.R' 'S3Print.R' 'S3Summary.R'\n'S3Update.R' 'sim.Q.R' 'sim.MQ.R' 'sim.data.R' 'convex.R'\n'fit.R' 'Wald.test.R' 'utils.R' 'zzz.R'",
  "URL": "https://haijiangqin.com/Qval/",
  "Packaged": {
    "Date": "2026-06-04 07:57:34 UTC",
    "User": "root"
  },
  "Config/pak/sysreqs": "cmake make libuv1-dev zlib1g-dev",
  "Repository": "https://haijiangq.r-universe.dev",
  "Date/Publication": "2025-11-25 12:12:18 UTC",
  "RemoteUrl": "https://github.com/cran/Qval",
  "RemoteRef": "HEAD",
  "RemoteSha": "e59685979d4269903a2d217894afc979c5ace583",
  "MD5sum": "a958563cd0fc2ee8078819efcec34420",
  "_user": "haijiangq",
  "_type": "src",
  "_file": "Qval_1.2.4.tar.gz",
  "_fileid": "ab40de951c511949a24412c32f5f59b9c5bb97672561e30c16fbde5c542fe59b",
  "_filesize": 538572,
  "_sha256": "ab40de951c511949a24412c32f5f59b9c5bb97672561e30c16fbde5c542fe59b",
  "_created": "2026-06-04T07:57:34.000Z",
  "_published": "2026-06-04T08:04:54.576Z",
  "_distro": "noble",
  "_jobs": [
    {
      "job": 79474955829,
      "time": 164,
      "config": "linux-devel-arm64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7406105497"
    },
    {
      "job": 79474955905,
      "time": 214,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7406120031"
    },
    {
      "job": 79474955846,
      "time": 174,
      "config": "linux-release-arm64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7406108074"
    },
    {
      "job": 79474955851,
      "time": 169,
      "config": "linux-release-x86_64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7406105950"
    },
    {
      "job": 79474956003,
      "time": 203,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "7406108952"
    },
    {
      "job": 79474955886,
      "time": 360,
      "config": "macos-oldrel-x86_64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "7406157627"
    },
    {
      "job": 79474955825,
      "time": 165,
      "config": "macos-release-arm64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7406098538"
    },
    {
      "job": 79474955835,
      "time": 385,
      "config": "macos-release-x86_64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7406164151"
    },
    {
      "job": 79474426137,
      "time": 203,
      "config": "source",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7406051433"
    },
    {
      "job": 79474955787,
      "time": 111,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7406088739"
    },
    {
      "job": 79474955834,
      "time": 147,
      "config": "windows-devel",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7406099279"
    },
    {
      "job": 79474955843,
      "time": 141,
      "config": "windows-oldrel",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "7406097626"
    },
    {
      "job": 79474955808,
      "time": 147,
      "config": "windows-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7406099455"
    }
  ],
  "_buildurl": "https://github.com/r-universe/haijiangq/actions/runs/26938646092",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/cran/Qval",
  "_commit": {
    "id": "e59685979d4269903a2d217894afc979c5ace583",
    "author": "Haijiang Qin <haijiang133@outlook.com>",
    "committer": "cran-robot <csardi.gabor+cran@gmail.com>",
    "message": "version 1.2.4\n",
    "time": 1764072738
  },
  "_maintainer": {
    "name": "Haijiang Qin",
    "email": "haijiang133@outlook.com",
    "login": "haijiangq",
    "description": "",
    "uuid": 107847546
  },
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 4.1.0",
      "role": "Depends"
    },
    {
      "package": "Rcpp",
      "role": "LinkingTo"
    },
    {
      "package": "glmnet",
      "role": "Imports"
    },
    {
      "package": "GDINA",
      "role": "Imports"
    },
    {
      "package": "MASS",
      "role": "Imports"
    },
    {
      "package": "Matrix",
      "role": "Imports"
    },
    {
      "package": "nloptr",
      "role": "Imports"
    },
    {
      "package": "Rcpp",
      "role": "Imports"
    },
    {
      "package": "parallel",
      "role": "Imports"
    },
    {
      "package": "plyr",
      "role": "Imports"
    },
    {
      "package": "gtools",
      "role": "Imports"
    }
  ],
  "_owner": "cran",
  "_selfowned": true,
  "_usedby": 0,
  "_updates": [
    {
      "week": "2025-23",
      "n": 1
    },
    {
      "week": "2025-48",
      "n": 1
    }
  ],
  "_tags": [
    {
      "name": "1.2.4",
      "date": "2025-11-25"
    }
  ],
  "_stars": 1,
  "_contributors": [
    {
      "user": "haijiangq",
      "count": 12,
      "uuid": 107847546
    }
  ],
  "_userbio": {
    "uuid": 107847546,
    "type": "user",
    "name": "Haijiang Qin"
  },
  "_downloads": {
    "count": 155,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/Qval"
  },
  "_searchresults": 47,
  "_topics": [
    "cpp"
  ],
  "_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/Qval.html",
    "manual.pdf"
  ],
  "_realowner": "haijiangq",
  "_cranurl": false,
  "_releases": [
    {
      "version": "0.1.4",
      "date": "2024-02-04"
    },
    {
      "version": "0.1.5",
      "date": "2024-03-02"
    },
    {
      "version": "0.1.6",
      "date": "2024-04-14"
    },
    {
      "version": "0.1.7",
      "date": "2024-07-21"
    },
    {
      "version": "1.0.0",
      "date": "2024-09-20"
    },
    {
      "version": "1.1.0",
      "date": "2025-01-07"
    },
    {
      "version": "1.1.1",
      "date": "2025-01-09"
    },
    {
      "version": "1.2.0",
      "date": "2025-03-08"
    },
    {
      "version": "1.2.1",
      "date": "2025-04-23"
    },
    {
      "version": "1.2.2",
      "date": "2025-05-02"
    },
    {
      "version": "1.2.3",
      "date": "2025-06-02"
    },
    {
      "version": "1.2.4",
      "date": "2025-11-25"
    }
  ],
  "_exports": [
    "att.hierarchy",
    "CDM",
    "extract",
    "fit",
    "get.beta",
    "get.Mmatrix",
    "get.priority",
    "get.PVAF",
    "get.R2",
    "get.Rmatrix",
    "is.Qident",
    "sim.data",
    "sim.MQ",
    "sim.Q",
    "validation",
    "Wald.test",
    "zOSR",
    "zQRR",
    "zTNR",
    "zTPR",
    "zUSR",
    "zVRR"
  ],
  "_help": [
    {
      "page": "att.hierarchy",
      "title": "Iterative Attribute Hierarchy Exploration Methods for Cognitive Diagnosis Models",
      "topics": [
        "att.hierarchy"
      ]
    },
    {
      "page": "CDM",
      "title": "Parameter Estimation for Cognitive Diagnosis Models (CDMs) by MMLE/EM or MMLE/BM Algorithm.",
      "topics": [
        "CDM"
      ]
    },
    {
      "page": "extract",
      "title": "Extract Components from Qval Package Objects",
      "topics": [
        "extract",
        "extract.att.hierarchy",
        "extract.CDM",
        "extract.fit",
        "extract.is.Qident",
        "extract.sim.data",
        "extract.validation"
      ]
    },
    {
      "page": "fit",
      "title": "Calculate Fit Indices",
      "topics": [
        "fit"
      ]
    },
    {
      "page": "get.beta",
      "title": "Calculate beta",
      "topics": [
        "get.beta"
      ]
    },
    {
      "page": "get.Mmatrix",
      "title": "Calculate \\mathbf{M} matrix",
      "topics": [
        "get.Mmatrix"
      ]
    },
    {
      "page": "get.priority",
      "title": "Priority of Attribute",
      "topics": [
        "get.priority"
      ]
    },
    {
      "page": "get.PVAF",
      "title": "Calculate PVAF",
      "topics": [
        "get.PVAF"
      ]
    },
    {
      "page": "get.R2",
      "title": "Calculate McFadden Pseudo-R2",
      "topics": [
        "get.R2"
      ]
    },
    {
      "page": "get.Rmatrix",
      "title": "Restriction Matrix",
      "topics": [
        "get.Rmatrix"
      ]
    },
    {
      "page": "is.Qident",
      "title": "Check Whether a Q-Matrix is Identifiable",
      "topics": [
        "is.Qident"
      ]
    },
    {
      "page": "plot",
      "title": "Plot Methods for Various Qval Objects",
      "topics": [
        "plot",
        "plot.CDM",
        "plot.sim.data",
        "plot.validation"
      ]
    },
    {
      "page": "print",
      "title": "Print Methods for Various Objects",
      "topics": [
        "print",
        "print.att.hierarchy",
        "print.CDM",
        "print.fit",
        "print.is.Qident",
        "print.sim.data",
        "print.summary.att.hierarchy",
        "print.summary.CDM",
        "print.summary.fit",
        "print.summary.is.Qident",
        "print.summary.sim.data",
        "print.summary.validation",
        "print.validation"
      ]
    },
    {
      "page": "sim.data",
      "title": "Generate Response",
      "topics": [
        "sim.data"
      ]
    },
    {
      "page": "sim.MQ",
      "title": "Simulate Mis-specifications in Q-matrix",
      "topics": [
        "sim.MQ"
      ]
    },
    {
      "page": "sim.Q",
      "title": "Generate a Random Q-matrix",
      "topics": [
        "sim.Q"
      ]
    },
    {
      "page": "summary",
      "title": "Summary Methods for Various Objects",
      "topics": [
        "summary",
        "summary.att.hierarchy",
        "summary.CDM",
        "summary.fit",
        "summary.is.Qident",
        "summary.sim.data",
        "summary.validation"
      ]
    },
    {
      "page": "update",
      "title": "Update Method for Various Objects",
      "topics": [
        "update",
        "update.att.hierarchy",
        "update.CDM",
        "update.fit",
        "update.is.Qident",
        "update.sim.data",
        "update.validation"
      ]
    },
    {
      "page": "validation",
      "title": "Perform Q-matrix Validation Methods",
      "topics": [
        "validation"
      ]
    },
    {
      "page": "Wald.test",
      "title": "Wald Test for Two Q-vectors",
      "topics": [
        "Wald.test"
      ]
    },
    {
      "page": "zOSR",
      "title": "Calculate Over-Specification Rate (OSR)",
      "topics": [
        "zOSR"
      ]
    },
    {
      "page": "zQRR",
      "title": "Calculate Q-matrix Recovery Rate (QRR)",
      "topics": [
        "zQRR"
      ]
    },
    {
      "page": "zTNR",
      "title": "Calculate True-Negative Rate (TNR)",
      "topics": [
        "zTNR"
      ]
    },
    {
      "page": "zTPR",
      "title": "Calculate True-Positive Rate (TPR)",
      "topics": [
        "zTPR"
      ]
    },
    {
      "page": "zUSR",
      "title": "Calculate Under-Specification Rate (USR)",
      "topics": [
        "zUSR"
      ]
    },
    {
      "page": "zVRR",
      "title": "Calculate Vector Recovery Ratio (VRR)",
      "topics": [
        "zVRR"
      ]
    }
  ],
  "_rundeps": [
    "alabama",
    "base64enc",
    "bslib",
    "cachem",
    "cli",
    "codetools",
    "commonmark",
    "cpp11",
    "digest",
    "farver",
    "fastmap",
    "fontawesome",
    "foreach",
    "fs",
    "future",
    "future.apply",
    "GDINA",
    "ggplot2",
    "glmnet",
    "globals",
    "glue",
    "gtable",
    "gtools",
    "htmltools",
    "httpuv",
    "isoband",
    "iterators",
    "jquerylib",
    "jsonlite",
    "labeling",
    "later",
    "lattice",
    "lifecycle",
    "listenv",
    "magrittr",
    "MASS",
    "Matrix",
    "memoise",
    "mime",
    "nloptr",
    "numDeriv",
    "otel",
    "parallelly",
    "plyr",
    "promises",
    "R6",
    "rappdirs",
    "RColorBrewer",
    "Rcpp",
    "RcppArmadillo",
    "RcppEigen",
    "rlang",
    "Rsolnp",
    "S7",
    "sass",
    "scales",
    "shape",
    "shiny",
    "shinydashboard",
    "sourcetools",
    "survival",
    "truncnorm",
    "vctrs",
    "viridisLite",
    "withr",
    "xtable"
  ],
  "_sysdeps": [
    {
      "shlib": "libstdc++",
      "package": "libstdc++6",
      "source": "gcc",
      "version": "14.2.0-4ubuntu2~24.04.1",
      "name": "c++",
      "homepage": "http://gcc.gnu.org/",
      "description": "GNU Standard C++ Library v3"
    }
  ],
  "_score": 1.9731278535996988,
  "_indexed": true,
  "_nocasepkg": "qval",
  "_universes": [
    "haijiangq"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "1.2.4",
      "date": "2026-06-04T08:00:05.000Z",
      "distro": "noble",
      "arch": "aarch64",
      "commit": "e59685979d4269903a2d217894afc979c5ace583",
      "fileid": "c6c163e83cb77655b524957e6456874a5bddf7736349cb100647de6bc20cfdf1",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/haijiangq/actions/runs/26938646092"
    },
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "1.2.4",
      "date": "2026-06-04T08:00:46.000Z",
      "distro": "noble",
      "arch": "x86_64",
      "commit": "e59685979d4269903a2d217894afc979c5ace583",
      "fileid": "5b6b19012a61e982162250eace8ca7c944e84bee2820aa191a0f5fbb1442d102",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/haijiangq/actions/runs/26938646092"
    },
    {
      "r": "4.6.0",
      "os": "linux",
      "version": "1.2.4",
      "date": "2026-06-04T08:00:13.000Z",
      "distro": "noble",
      "arch": "aarch64",
      "commit": "e59685979d4269903a2d217894afc979c5ace583",
      "fileid": "4c0ca178e0249b5512b7054209b0038fdf1b5caa7783ba963e995449b65998f3",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/haijiangq/actions/runs/26938646092"
    },
    {
      "r": "4.6.0",
      "os": "linux",
      "version": "1.2.4",
      "date": "2026-06-04T08:00:01.000Z",
      "distro": "noble",
      "arch": "x86_64",
      "commit": "e59685979d4269903a2d217894afc979c5ace583",
      "fileid": "d40650261d008609e635b15b831189ee09d6c12aa5a99944553259bfa16d4d3e",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/haijiangq/actions/runs/26938646092"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "1.2.4",
      "date": "2026-06-04T08:00:26.000Z",
      "arch": "aarch64",
      "commit": "e59685979d4269903a2d217894afc979c5ace583",
      "fileid": "44bec941042a36085d5af82e8080b16c442c0adb6aa2a2faceeaddad8fc7ca0b",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/haijiangq/actions/runs/26938646092"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "1.2.4",
      "date": "2026-06-04T08:02:14.000Z",
      "arch": "x86_64",
      "commit": "e59685979d4269903a2d217894afc979c5ace583",
      "fileid": "8ad1328461e19c3ba0466584b5b7575a9fc3d88216e97bce13cbac8aebff4338",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/haijiangq/actions/runs/26938646092"
    },
    {
      "r": "4.6.0",
      "os": "mac",
      "version": "1.2.4",
      "date": "2026-06-04T07:59:49.000Z",
      "arch": "aarch64",
      "commit": "e59685979d4269903a2d217894afc979c5ace583",
      "fileid": "0cc88906909bc1b1adcd0b6f53de0a9bfe4cdcb44eb90f29f11aec90c30f7b90",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/haijiangq/actions/runs/26938646092"
    },
    {
      "r": "4.6.0",
      "os": "mac",
      "version": "1.2.4",
      "date": "2026-06-04T08:02:04.000Z",
      "arch": "x86_64",
      "commit": "e59685979d4269903a2d217894afc979c5ace583",
      "fileid": "b713592bde018dc6891997d3eaf3ab7d96ce5bad5947f10810572c625115a5f6",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/haijiangq/actions/runs/26938646092"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "1.2.4",
      "date": "2026-06-04T07:59:50.000Z",
      "arch": "emscripten",
      "commit": "e59685979d4269903a2d217894afc979c5ace583",
      "fileid": "d889673462e05e5f9a6a9b6937501fca108a3b7c10d6e28bf899ac80179ebec7",
      "status": "success",
      "buildurl": "https://github.com/r-universe/haijiangq/actions/runs/26938646092"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "1.2.4",
      "date": "2026-06-04T07:59:10.000Z",
      "arch": "x86_64",
      "commit": "e59685979d4269903a2d217894afc979c5ace583",
      "fileid": "737dab2b25d04f118ca531da3fe95c3aafd04e4ccafca7e183522e7d588da6a9",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/haijiangq/actions/runs/26938646092"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "1.2.4",
      "date": "2026-06-04T07:59:05.000Z",
      "arch": "x86_64",
      "commit": "e59685979d4269903a2d217894afc979c5ace583",
      "fileid": "99f62dc4c0281a0340231fe137911a0d20fe3c059a3d55fb1ac66323f58d39fb",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/haijiangq/actions/runs/26938646092"
    },
    {
      "r": "4.6.0",
      "os": "win",
      "version": "1.2.4",
      "date": "2026-06-04T07:59:05.000Z",
      "arch": "x86_64",
      "commit": "e59685979d4269903a2d217894afc979c5ace583",
      "fileid": "238ca015886a61dac5d810da3a038d77419ef60acdb6def8f0d672bd56171c3c",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/haijiangq/actions/runs/26938646092"
    }
  ]
}