{
  "_id": "6ac0a79c91601a2ad2996dca",
  "Package": "logmult",
  "Type": "Package",
  "Title": "Log-Multiplicative Models, Including Association Models",
  "Version": "0.7.5",
  "Date": "2025-08-25",
  "Authors@R": "c(person(\"Milan\", \"Bouchet-Valat\", email=\"nalimilan@club.fr\",\nrole=c(\"aut\", \"cre\")),\nperson(\"Heather\", \"Turner\", email=\"ht@heatherturner.net\",\nrole=\"ctb\"),\nperson(\"Michael\", \"Friendly\", email=\"friendly@yorku.ca\",\nrole=\"ctb\"),\nperson(\"Jim\", \"Lemon\", email=\"jim@bitwrit.com.au\", role=\"cph\"),\nperson(\"Gabor\", \"Csardi\", email=\"csardi@rmki.kfki.hu\", role=\"cph\"))",
  "Description": "Functions to fit log-multiplicative models using 'gnm',\nwith support for convenient printing, plots, and\njackknife/bootstrap standard errors. For complex survey data,\nmodels can be fitted from design objects from the 'survey'\npackage. Currently supported models include UNIDIFF (Erikson &\nGoldthorpe, 1992), a.k.a. log-multiplicative layer effect model\n(Xie, 1992) <doi:10.2307/2096242>, and several association\nmodels: Goodman (1979) <doi:10.2307/2286971> row-column\nassociation models of the RC(M) and RC(M)-L families with one\nor several dimensions; two skew-symmetric association models\nproposed by Yamaguchi (1990) <doi:10.2307/271086> and by van\nder Heijden & Mooijaart (1995)\n<doi:10.1177/0049124195024001002> Functions allow computing the\nintrinsic association coefficient (see Bouchet-Valat (2022)\n<doi:10.1177/0049124119852389>) and the Altham (1970) index\n<doi:10.1111/j.2517-6161.1970.tb00816.x>, including via the\nBayes shrinkage estimator proposed by Zhou (2015)\n<doi:10.1177/0081175015570097>; and the RAS/IPF/Deming-Stephan\nalgorithm.",
  "License": "GPL (>= 2)",
  "URL": "https://github.com/nalimilan/logmult",
  "BugReports": "https://github.com/nalimilan/logmult/issues",
  "VignetteBuilder": "knitr",
  "Repository": "https://nalimilan.r-universe.dev",
  "Date/Publication": "2025-08-26 12:00:09 UTC",
  "RemoteUrl": "https://github.com/nalimilan/logmult",
  "RemoteRef": "HEAD",
  "RemoteSha": "e116263a615d4d6b01e3fdd70b8df7391e3052c2",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-10-03 06:55:11 UTC",
    "User": "root"
  },
  "Author": "Milan Bouchet-Valat [aut, cre],\nHeather Turner [ctb],\nMichael Friendly [ctb],\nJim Lemon [cph],\nGabor Csardi [cph]",
  "Maintainer": "Milan Bouchet-Valat <nalimilan@club.fr>",
  "_user": "nalimilan",
  "_type": "src",
  "_file": "logmult_0.7.5.tar.gz",
  "_fileid": "https://r2.ropensci.org/2af326b2dace1aa49b7f3e5dde0df93a7030db4574b2d938afee1421901507f2",
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  "_sha256": "2af326b2dace1aa49b7f3e5dde0df93a7030db4574b2d938afee1421901507f2",
  "_expires": "2027-01-11T06:58:34.000Z",
  "_created": "2026-10-03T06:55:11.000Z",
  "_published": "2026-10-03T06:58:36.498Z",
  "_jobs": [
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      "job": 111150655964,
      "time": 140,
      "config": "linux-devel-x86_64",
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  "_host": "GitHub-Actions",
  "_buildurl": "https://github.com/r-universe/nalimilan/actions/runs/37104468465",
  "_status": "success",
  "_upstream": "https://github.com/nalimilan/logmult",
  "_commit": {
    "id": "e116263a615d4d6b01e3fdd70b8df7391e3052c2",
    "author": "Milan Bouchet-Valat <nalimilan@club.fr>",
    "committer": "Milan Bouchet-Valat <nalimilan@club.fr>",
    "message": "Update GitHub actions\n",
    "time": 1756209609
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  "_maintainer": {
    "name": "Milan Bouchet-Valat",
    "email": "nalimilan@club.fr",
    "login": "nalimilan",
    "description": "Researcher in sociology",
    "uuid": 1120448
  },
  "_distro": "resolute",
  "_registered": true,
  "_dependencies": [
    {
      "package": "gnm",
      "version": ">= 1.0-5",
      "role": "Depends"
    },
    {
      "package": "stats",
      "role": "Imports"
    },
    {
      "package": "utils",
      "role": "Imports"
    },
    {
      "package": "graphics",
      "role": "Imports"
    },
    {
      "package": "grDevices",
      "role": "Imports"
    },
    {
      "package": "qvcalc",
      "role": "Imports"
    },
    {
      "package": "survey",
      "version": ">= 3.34",
      "role": "Suggests"
    },
    {
      "package": "boot",
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    },
    {
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    {
      "package": "parallel",
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    },
    {
      "package": "knitr",
      "role": "Suggests"
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    {
      "package": "rmarkdown",
      "role": "Suggests"
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  ],
  "_owner": "nalimilan",
  "_selfowned": true,
  "_usedby": 0,
  "_updates": [],
  "_tags": [],
  "_topics": [
    "log-linear-model",
    "modelling",
    "statistics"
  ],
  "_stars": 4,
  "_contributors": [
    {
      "user": "nalimilan",
      "count": 346,
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    "type": "user",
    "name": "Milan Bouchet-Valat",
    "followers": 105,
    "description": "Researcher in sociology"
  },
  "_downloads": {
    "count": 1629,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/logmult"
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  "_devurl": "https://github.com/nalimilan/logmult",
  "_searchresults": 106,
  "_rbuild": "4.6.1",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/logmult.html",
    "extra/manual.pdf",
    "extra/NEWS.html",
    "extra/NEWS.txt",
    "extra/readme.html",
    "extra/readme.md"
  ],
  "_homeurl": "https://github.com/nalimilan/logmult",
  "_realowner": "nalimilan",
  "_cranurl": true,
  "_releases": [
    {
      "version": "0.5",
      "date": "2012-09-29"
    },
    {
      "version": "0.6",
      "date": "2014-03-15"
    },
    {
      "version": "0.6.1",
      "date": "2015-01-13"
    },
    {
      "version": "0.6.2",
      "date": "2015-04-22"
    },
    {
      "version": "0.6.3",
      "date": "2016-01-15"
    },
    {
      "version": "0.6.4",
      "date": "2017-03-21"
    },
    {
      "version": "0.6.5",
      "date": "2017-11-15"
    },
    {
      "version": "0.7.0",
      "date": "2018-10-19"
    },
    {
      "version": "0.7.1",
      "date": "2019-02-13"
    },
    {
      "version": "0.7.2",
      "date": "2020-08-24"
    },
    {
      "version": "0.7.3",
      "date": "2020-12-10"
    },
    {
      "version": "0.7.4",
      "date": "2022-02-23"
    },
    {
      "version": "0.7.5",
      "date": "2025-08-25"
    }
  ],
  "_exports": [
    "anoas",
    "anoasL",
    "assoc",
    "hmskew",
    "HMSkew",
    "hmskewL",
    "iac",
    "maor",
    "ras",
    "rc",
    "rcL",
    "rcL.trans",
    "RCTrans",
    "RCTransSymm",
    "se",
    "svygnm",
    "svyhmskew",
    "svyhmskewL",
    "svyrc",
    "svyrcL",
    "svyrcL.trans",
    "svyyrcskew",
    "unidiff",
    "yrcskew",
    "YRCSkew"
  ],
  "_datasets": [
    {
      "name": "color",
      "title": "Two Cross-Classifications of Eye Color by Hair Color",
      "object": "color",
      "file": "color.RData",
      "class": [
        "array"
      ],
      "fields": [],
      "table": false,
      "tojson": true
    },
    {
      "name": "criminal",
      "title": "Dropped Criminal Charges, Denmark, 1955-1958",
      "object": "criminal",
      "file": "criminal.RData",
      "class": [
        "table"
      ],
      "fields": [
        "15",
        "16",
        "17",
        "18",
        "19"
      ],
      "rows": 4,
      "table": true,
      "tojson": false
    },
    {
      "name": "gss7590",
      "title": "Education and Occupational Attainment Among White Men and Women in the United States, 1975-1990",
      "object": "gss7590",
      "file": "gss7590.RData",
      "class": [
        "table"
      ],
      "fields": [],
      "table": false,
      "tojson": false
    },
    {
      "name": "gss8590",
      "title": "Education and Occupational Attainment Among Women in the United States, 1985-1990",
      "object": "gss8590",
      "file": "gss8590.RData",
      "class": [
        "array"
      ],
      "fields": [],
      "table": false,
      "tojson": true
    },
    {
      "name": "gss88",
      "title": "Major Occupation by Years of Schooling in the United States, 1988",
      "object": "gss88",
      "file": "gss88.RData",
      "class": [
        "table"
      ],
      "fields": [
        "0-7",
        "8-11",
        "12",
        "13-15",
        "16",
        "17+"
      ],
      "rows": 11,
      "table": true,
      "tojson": false
    },
    {
      "name": "hg16",
      "title": "Son's occupation by father's occupation for 16 countries in the 1960s and 1970s",
      "object": "hg16",
      "file": "hg16.RData",
      "class": [
        "array"
      ],
      "fields": [],
      "table": false,
      "tojson": true
    },
    {
      "name": "ocg1973",
      "title": "Intergenerational Mobility in the United States, 1973",
      "object": "ocg1973",
      "file": "ocg1973.RData",
      "class": [
        "table"
      ],
      "fields": [
        "UNM",
        "LNM",
        "UM",
        "LM",
        "F"
      ],
      "rows": 5,
      "table": true,
      "tojson": false
    }
  ],
  "_help": [
    {
      "page": "anoas",
      "title": "Analysis of Association Functions",
      "topics": [
        "anoas",
        "anoasL"
      ]
    },
    {
      "page": "assoc",
      "title": "Identifying Scores from Association Models",
      "topics": [
        "assoc",
        "assoc.hmskew",
        "assoc.hmskewL",
        "assoc.rc",
        "assoc.rc.symm",
        "assoc.rcL",
        "assoc.rcL.symm",
        "assoc.rcL.trans",
        "assoc.rcL.trans.symm",
        "assoc.yrcskew",
        "assoc.yrcskew.symm"
      ]
    },
    {
      "page": "color",
      "title": "Two Cross-Classifications of Eye Color by Hair Color",
      "topics": [
        "color"
      ]
    },
    {
      "page": "criminal",
      "title": "Dropped Criminal Charges, Denmark, 1955-1958",
      "topics": [
        "criminal"
      ]
    },
    {
      "page": "gss7590",
      "title": "Education and Occupational Attainment Among White Men and Women in the United States, 1975-1990",
      "topics": [
        "gss7590"
      ]
    },
    {
      "page": "gss8590",
      "title": "Education and Occupational Attainment Among Women in the United States, 1985-1990",
      "topics": [
        "gss8590"
      ]
    },
    {
      "page": "gss88",
      "title": "Major Occupation by Years of Schooling in the United States, 1988",
      "topics": [
        "gss88"
      ]
    },
    {
      "page": "hg16",
      "title": "Son's occupation by father's occupation for 16 countries in the 1960s and 1970s",
      "topics": [
        "hg16"
      ]
    },
    {
      "page": "hmskew",
      "title": "Fitting van der Heijden & Mooijaart Skew-Symmetric Association Model",
      "topics": [
        "hmskew",
        "print.hmskew"
      ]
    },
    {
      "page": "HMSkew-nonlin",
      "title": "Specify a Skew-Symmetric Association in a gnm Model Formula",
      "topics": [
        "HMSkew"
      ]
    },
    {
      "page": "hmskewL",
      "title": "Fitting van der Heijen & Mooijaart Skew-Symmetric Association Model With Layer Effect",
      "topics": [
        "hmskewL",
        "print.hmskewL"
      ]
    },
    {
      "page": "iac",
      "title": "Intrinsic Association Coefficient",
      "topics": [
        "iac"
      ]
    },
    {
      "page": "maor",
      "title": "Mean Absolute Odds Ratio or Intrinsic Association Coefficient",
      "topics": [
        "maor"
      ]
    },
    {
      "page": "ocg1973",
      "title": "Intergenerational Mobility in the United States, 1973",
      "topics": [
        "ocg1973"
      ]
    },
    {
      "page": "plot.assoc",
      "title": "Plotting Scores from Association Models",
      "topics": [
        "plot.assoc",
        "plot.hmskew",
        "plot.hmskewL",
        "plot.rc",
        "plot.rc.symm",
        "plot.rcL",
        "plot.rcL.symm",
        "plot.yrcskew"
      ]
    },
    {
      "page": "plot.unidiff",
      "title": "Plot Layer Coefficients From a UNIDIFF Model",
      "topics": [
        "plot.unidiff"
      ]
    },
    {
      "page": "ras",
      "title": "RAS/Deming-Stephan Algorithm for Raking Tables",
      "topics": [
        "ras"
      ]
    },
    {
      "page": "rc",
      "title": "Fitting Row-Column Association Models",
      "topics": [
        "print.rc",
        "print.rc.symm",
        "rc"
      ]
    },
    {
      "page": "rcL",
      "title": "Fitting Row-Column Association Models With Layer Effect",
      "topics": [
        "print.rcL",
        "print.rcL.symm",
        "rcL"
      ]
    },
    {
      "page": "rcL.trans",
      "title": "Fitting Row-Column Association Models With Transitional Layer Effect",
      "topics": [
        "rcL.trans"
      ]
    },
    {
      "page": "RCTrans-nonlin",
      "title": "Specify a Row-Column Association With Transitional Layer Effect in a gnm Model Formula",
      "topics": [
        "RCTrans",
        "RCTransSymm"
      ]
    },
    {
      "page": "se",
      "title": "Standard Errors for Association Models",
      "topics": [
        "se",
        "se.assoc",
        "se.hmskew",
        "se.hmskewL",
        "se.rc",
        "se.rcL",
        "se.yrcskew"
      ]
    },
    {
      "page": "summary.anoas",
      "title": "Summary and Print Methods for ANOAS objects",
      "topics": [
        "print.anoas",
        "print.summary.anoas",
        "summary.anoas"
      ]
    },
    {
      "page": "summary.assoc",
      "title": "Summarize Association Model Fits",
      "topics": [
        "print.summary.assocmod",
        "summary.assocmod"
      ]
    },
    {
      "page": "summary.unidiff",
      "title": "Summarize UNIDIFF Model Fits",
      "topics": [
        "print.summary.unidiff",
        "summary.unidiff"
      ]
    },
    {
      "page": "svyassocmod",
      "title": "Fitting Association Models With Complex Survey Data",
      "topics": [
        "svyhmskew",
        "svyhmskewL",
        "svyrc",
        "svyrcL",
        "svyrcL.trans",
        "svyyrcskew"
      ]
    },
    {
      "page": "svygnm",
      "title": "Fitting Generalized Nonlinear Models With Complex Survey Data",
      "topics": [
        "svygnm",
        "svygnm.svyrep.design"
      ]
    },
    {
      "page": "unidiff",
      "title": "Fitting Log-Multiplicative Uniform Difference/Layer Effect Model",
      "topics": [
        "unidiff"
      ]
    },
    {
      "page": "yrcskew",
      "title": "Fitting Yamaguchi RC_SK Skew-Symmetric Association Model",
      "topics": [
        "print.yrcskew",
        "yrcskew"
      ]
    },
    {
      "page": "YRCSkew-nonlin",
      "title": "Specify a Skew-Symmetric Association in a gnm Model Formula",
      "topics": [
        "YRCSkew"
      ]
    }
  ],
  "_readme": "https://github.com/nalimilan/logmult/raw/HEAD/README.md",
  "_rundeps": [
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    "lattice",
    "MASS",
    "Matrix",
    "nnet",
    "qvcalc",
    "relimp"
  ],
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      "source": "logmult.Rmd",
      "filename": "logmult.html",
      "title": "Short Reference for logmult",
      "author": "Milan Bouchet-Valat",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Supported Models and Options",
        "Plotting",
        "Notes About LEM",
        "logmult/gnm Limitations Compared With LEM"
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      "created": "2017-03-20 18:48:10",
      "modified": "2022-02-22 16:18:56",
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