{
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  "Package": "cglasso",
  "Version": "2.0.7",
  "Date": "2024-02-10",
  "Type": "Package",
  "Title": "Conditional Graphical LASSO for Gaussian Graphical Models with\nCensored and Missing Values",
  "Authors@R": "c(person(given = \"Luigi\", family = \"Augugliaro\", email = \"luigi.augugliaro@unipa.it\", role = c(\"aut\", \"cre\"), comment = c(ORCID = \"0000-0002-4603-7541\")),\nperson(given = \"Gianluca\", family = \"Sottile\", role = \"aut\", comment = c(ORCID = \"0000-0001-9347-7251\")),\nperson(given = \"Ernst C.\", family = \"Wit\", role = \"aut\", comment = c(ORCID = \"0000-0002-3671-9610\")),\nperson(given = \"Veronica\", family = \"Vinciotti\", role = \"aut\", comment = c(ORCID = \"0000-0002-2625-7977\")))",
  "Description": "Conditional graphical lasso estimator is an extension of\nthe graphical lasso proposed to estimate the conditional\ndependence structure of a set of p response variables given q\npredictors. This package provides suitable extensions developed\nto study datasets with censored and/or missing values. Standard\nconditional graphical lasso is available as a special case.\nFurthermore, the package provides an integrated set of core\nroutines for visualization, analysis, and simulation of\ndatasets with censored and/or missing values drawn from a\nGaussian graphical model. Details about the implemented models\ncan be found in Augugliaro et al. (2023) <doi:\n10.18637/jss.v105.i01>, Augugliaro et al. (2020b) <doi:\n10.1007/s11222-020-09945-7>, Augugliaro et al. (2020a) <doi:\n10.1093/biostatistics/kxy043>, Yin et al. (2001) <doi:\n10.1214/11-AOAS494> and Stadler et al. (2012) <doi:\n10.1007/s11222-010-9219-7>.",
  "License": "GPL (>= 2)",
  "LazyLoad": "yes",
  "NeedsCompilation": "yes",
  "Author": "Luigi Augugliaro [aut, cre]\n(<https://orcid.org/0000-0002-4603-7541>), Gianluca Sottile\n[aut] (<https://orcid.org/0000-0001-9347-7251>), Ernst C. Wit\n[aut] (<https://orcid.org/0000-0002-3671-9610>), Veronica\nVinciotti [aut] (<https://orcid.org/0000-0002-2625-7977>)",
  "Maintainer": "Luigi Augugliaro <luigi.augugliaro@unipa.it>",
  "Packaged": {
    "Date": "2026-05-20 08:30:59 UTC",
    "User": "root"
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  "Config/pak/sysreqs": "libglpk-dev libxml2-dev",
  "Repository": "https://luigiaugugliaro.r-universe.dev",
  "Date/Publication": "2024-02-13 02:30:22 UTC",
  "RemoteUrl": "https://github.com/cran/cglasso",
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  "_published": "2026-06-02T13:36:40.006Z",
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    "author": "Luigi Augugliaro <luigi.augugliaro@unipa.it>",
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    "lower",
    "npred",
    "nresp",
    "QFun",
    "qqcnorm",
    "rcggm",
    "rowNames",
    "rowNames<-",
    "select_cglasso",
    "ShowStructure",
    "to_graph",
    "upper"
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      "title": "Megakaryocyte-Erythroid Progenitors",
      "object": "MKMEP",
      "file": "MKMEP.RData",
      "class": [
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        "array"
      ],
      "fields": [
        "ANK1",
        "BDH1",
        "BIM.BCL2",
        "CCDC124",
        "CCND1.BCL1",
        "CD105.ENG",
        "CD110.MPL",
        "CD117",
        "CD34",
        "CD36",
        "CD38",
        "CD41.ITGA2B",
        "CD42",
        "CD44",
        "CD61",
        "CD71",
        "CD9",
        "CDK4",
        "CDK6",
        "CLU",
        "CNRIP1",
        "CTNNB1.",
        "CXCR4",
        "DDB1",
        "DHRS3",
        "EIF4EBP1",
        "EPOR",
        "ETS1",
        "FAS",
        "FHL1",
        "FLI1",
        "FOG1.ZFPM1",
        "GABPA",
        "GADD45A",
        "GATA1",
        "GATA2",
        "GFI1B",
        "HIF1A",
        "HPRT1",
        "JAK2",
        "KLF1",
        "LOX",
        "LSD1.KDM1A",
        "MCL1",
        "MEIS1",
        "MYB",
        "NFIB",
        "NOTCH1",
        "P27KIP1.CDKN1B",
        "PFKP",
        "PIM1",
        "RGS18",
        "RUNX1",
        "SDPR",
        "SELP.",
        "SPI1",
        "SRD5A3",
        "TAL1",
        "TGFB1",
        "TMEM180.MFSD13A",
        "TMOD1",
        "TUBB2A",
        "VWF"
      ],
      "rows": 48,
      "table": true,
      "tojson": true
    },
    {
      "name": "MKMEP.Sim",
      "title": "Simulated data for the cglasso vignette",
      "object": "Example",
      "file": "Example.RData",
      "class": [
        "matrix",
        "array"
      ],
      "fields": [
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        "Y2",
        "Y3",
        "Y4",
        "Y5",
        "Y6",
        "Y7",
        "Y8",
        "Y9",
        "Y10"
      ],
      "rows": 50,
      "table": true,
      "tojson": true
    },
    {
      "name": "MM",
      "title": "The Rule of miRNA in Multiple Myeloma",
      "object": "MM",
      "file": "MM.RData",
      "class": [
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      ],
      "fields": [],
      "table": false,
      "tojson": true
    },
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      "name": "MM.Sim",
      "title": "Simulated data for the cglasso vignette",
      "object": "Example",
      "file": "Example.RData",
      "class": [
        "list"
      ],
      "fields": [],
      "table": false,
      "tojson": true
    }
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  "_help": [
    {
      "page": "cglasso-package",
      "title": "Conditional Graphical LASSO for Gaussian Graphical Models with Censored and Missing Values",
      "topics": [
        "cglasso-package"
      ]
    },
    {
      "page": "AIC.cglasso",
      "title": "Akaike Information Criterion",
      "topics": [
        "AIC",
        "AIC.cglasso"
      ]
    },
    {
      "page": "BIC.cglasso",
      "title": "Bayesian Information Criterion",
      "topics": [
        "BIC",
        "BIC.cglasso"
      ]
    },
    {
      "page": "cggm",
      "title": "Post-Hoc Maximum Likelihood Refitting of a Conditional Graphical Lasso",
      "topics": [
        "cggm"
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    },
    {
      "page": "cglasso",
      "title": "Conditional Graphical Lasso Estimator",
      "topics": [
        "cglasso"
      ]
    },
    {
      "page": "coef.cglasso",
      "title": "Extract Model Coefficients",
      "topics": [
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        "coef.cglasso"
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    },
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      "title": "Calculate Column Means and Vars of a \"datacggm\" Object",
      "topics": [
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        "ColVars"
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    },
    {
      "page": "datacggm",
      "title": "Create a Dataset from a Conditional Gaussian Graphical Model with Censored and/or Missing Values",
      "topics": [
        "datacggm"
      ]
    },
    {
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      "title": "Dimensions of a \"datacggm\" Object",
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        "dim.datacggm"
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      "title": "Dimnames of a \"datacggm\" Object",
      "topics": [
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        "dimnames<-.datacggm"
      ]
    },
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      "page": "event",
      "title": "Status Indicator Matrix from a ''datacggm'' Object",
      "topics": [
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      "title": "Simulated data for the cglasso vignette",
      "topics": [
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        "MKMEP.Sim",
        "MM.Sim"
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    {
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      "title": "Extract Model Fitted Values",
      "topics": [
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        "fitted.cglasso"
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    },
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      "page": "getGraph",
      "title": "Retrieve Graphs from a ''cglasso2igraph'' Object",
      "topics": [
        "getGraph"
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      "page": "getMatrix",
      "title": "Retrieve Matrices ''Y'' and ''X'' from a ''datacggm'' Object",
      "topics": [
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    {
      "page": "hist.datacggm",
      "title": "Histogram for a 'datacggm' Object",
      "topics": [
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        "hist.datacggm"
      ]
    },
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      "page": "impute",
      "title": "Imputation of Missing and Censored Values",
      "topics": [
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    },
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      "title": "Is an Object of Class 'cglasso2igraph'?",
      "topics": [
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      "title": "Is an Object of Class 'datacggm'?",
      "topics": [
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    },
    {
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      "title": "Lower and Upper Limits from a \"datacggm\" Object",
      "topics": [
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        "upper"
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    },
    {
      "page": "MKMEP",
      "title": "Megakaryocyte-Erythroid Progenitors",
      "topics": [
        "MKMEP"
      ]
    },
    {
      "page": "MM",
      "title": "The Rule of miRNA in Multiple Myeloma",
      "topics": [
        "MM"
      ]
    },
    {
      "page": "nobs.datacggm",
      "title": "Extract the Number of Observations/Responses/Predictors from a datacggm Object",
      "topics": [
        "nobs",
        "nobs.datacggm",
        "npred",
        "npred.datacggm",
        "nresp",
        "nresp.datacggm"
      ]
    },
    {
      "page": "plot.cggm",
      "title": "Plot Method for a ''cggm'' Object",
      "topics": [
        "plot.cggm"
      ]
    },
    {
      "page": "plot.cglasso",
      "title": "Plot Method for ''cglasso'' Object",
      "topics": [
        "plot.cglasso"
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      "page": "plot.cglasso2igraph",
      "title": "Plot Method for a cglasso2igraph Object\"",
      "topics": [
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    {
      "page": "plot.GoF",
      "title": "Plot for ''GoF'' Object",
      "topics": [
        "plot.GoF"
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      "page": "predict.cglasso",
      "title": "Predict Method for cglasso and cggm Fits",
      "topics": [
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        "predict.cggm",
        "predict.cglasso"
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    },
    {
      "page": "QFun",
      "title": "Extract Q-Function",
      "topics": [
        "QFun"
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      "page": "qqcnorm",
      "title": "Quantile-Quantile Plots for a 'datacggm' Object",
      "topics": [
        "qqcnorm"
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      "page": "rcggm",
      "title": "Simulate Data from a Conditional Gaussian Graphical Model with Censored and/or Missing Values",
      "topics": [
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      "page": "residuals.cglasso",
      "title": "Extract Model Residuals",
      "topics": [
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        "residuals.cglasso"
      ]
    },
    {
      "page": "rowNames",
      "title": "Row and Column Names of a \"datacggm\" Object",
      "topics": [
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        "colNames<-",
        "rowNames",
        "rowNames<-"
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    {
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      "title": "Model Selection for the Conditional Graphical Lasso Estimator",
      "topics": [
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      "title": "Show Package Structure",
      "topics": [
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      "title": "Summarizing cglasso and cggm Fits",
      "topics": [
        "summary.cglasso"
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      "title": "Summarizing Objects of Class ''datacggm''",
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      "page": "to_graph",
      "title": "Create Graphs from cglasso or cggm Objects",
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