{
  "_id": "6a4f555c21b18e1548500d45",
  "Package": "MaxIntTools",
  "Type": "Package",
  "Title": "Testing Maximal Interaction in Two-Mode Clustering via a\nPermutation Based Procedure",
  "Version": "0.1.0",
  "Authors@R": "c(person(given = \"Zaheer\",\nfamily = \"Ahmed\",\nemail = \"ahmed@ifado.de\",\nrole = c(\"aut\", \"cre\", \"cph\")),\nperson(given = \"Jan\",\nfamily = \"Schepers\",\nemail = \"jan.schepers@maastrichtuniversity.nl\",\nrole = \"ctb\"),\nperson(given = \"Uwe\",\nfamily = \"Ligges\",\nemail = \"ligges@statistik.tu-dortmund.de\",\nrole = \"ctb\"),\nperson(given = \"Alberto\",\nfamily = \"Cassese\",\nemail = \"alberto.cassese@unifi.it\",\nrole = \"ctb\"),\nperson(given = \"Gerard\",\nfamily = \"van Breukelen\",\nemail = \"gerard.vbreukelen@maastrichtuniversity.nl\",\nrole = \"ctb\"),\nperson(given = \"Katja\",\nfamily = \"Ickstadt\",\nemail = \"ickstadt@statistik.tu-dortmund.de\",\nrole = \"ctb\"),\nperson(given = \"Edmund\",\nfamily = \"Wascher\",\nemail = \"wascher@ifado.de\",\nrole = \"ctb\"))",
  "Description": "Performs maximal interaction two-mode clustering,\npermutation tests, scree plots, and interaction visualizations\nfor bicluster analysis. See Ahmed et al. (2025)\n<doi:10.17605/OSF.IO/AWGXB>, Ahmed et al. (2023)\n<doi:10.1007/s00357-023-09434-2>, Ahmed et al. (2021)\n<doi:10.1007/s11634-021-00441-y>.",
  "License": "GPL-3",
  "Encoding": "UTF-8",
  "RoxygenNote": "7.3.2",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-07-09 07:57:58 UTC",
    "User": "root"
  },
  "Author": "Zaheer Ahmed [aut, cre, cph], Jan Schepers [ctb], Uwe Ligges\n[ctb], Alberto Cassese [ctb], Gerard van Breukelen [ctb], Katja\nIckstadt [ctb], Edmund Wascher [ctb]",
  "Maintainer": "Zaheer Ahmed <ahmed@ifado.de>",
  "Repository": "https://cran.r-universe.dev",
  "Date/Publication": "2026-02-09 13:10:21 UTC",
  "RemoteUrl": "https://github.com/cran/MaxIntTools",
  "RemoteRef": "HEAD",
  "RemoteSha": "5cac08307d12e4776af56e1cc77c2023b8721c5c",
  "_user": "cran",
  "_type": "src",
  "_file": "MaxIntTools_0.1.0.tar.gz",
  "_fileid": "https://r2.ropensci.org/7123da31901c8454a2ee09cd2ccd0aec45aaaa03a0a85d8bb103a3d372002bb7",
  "_filesize": 232474,
  "_sha256": "7123da31901c8454a2ee09cd2ccd0aec45aaaa03a0a85d8bb103a3d372002bb7",
  "_expires": "2026-10-17T08:01:30.000Z",
  "_created": "2026-07-09T07:57:58.000Z",
  "_published": "2026-07-09T08:01:32.045Z",
  "_jobs": [
    {
      "job": 86068429492,
      "time": 134,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "8192451265"
    },
    {
      "job": 86068429509,
      "time": 129,
      "config": "linux-release-x86_64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "8192448885"
    },
    {
      "job": 86067692417,
      "time": 243,
      "config": "source",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "8192400330"
    },
    {
      "job": 86068429477,
      "time": 110,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "8192442773"
    }
  ],
  "_host": "GitHub-Actions",
  "_buildurl": "https://github.com/r-universe/cran/actions/runs/29002963681",
  "_status": "success",
  "_upstream": "https://github.com/cran/MaxIntTools",
  "_commit": {
    "id": "5cac08307d12e4776af56e1cc77c2023b8721c5c",
    "author": "Zaheer Ahmed <ahmed@ifado.de>",
    "committer": "cran-robot <csardi.gabor+cran@gmail.com>",
    "message": "version 0.1.0\n",
    "time": 1770642621
  },
  "_maintainer": {
    "name": "Zaheer Ahmed",
    "email": "ahmed@ifado.de"
  },
  "_distro": "resolute",
  "_registered": true,
  "_dependencies": [
    {
      "package": "ggplot2",
      "role": "Imports"
    },
    {
      "package": "MASS",
      "role": "Imports"
    },
    {
      "package": "reshape",
      "role": "Imports"
    },
    {
      "package": "pracma",
      "role": "Imports"
    }
  ],
  "_owner": "cran",
  "_selfowned": false,
  "_usedby": 0,
  "_updates": [
    {
      "week": "2026-07",
      "n": 1
    }
  ],
  "_tags": [
    {
      "name": "0.1.0",
      "date": "2026-02-09"
    }
  ],
  "_stars": 0,
  "_userbio": {
    "uuid": 6899542,
    "type": "organization",
    "name": "cran",
    "followers": 617,
    "description": "Unofficial read-only mirror of all CRAN R packages"
  },
  "_downloads": {
    "count": 216,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/MaxIntTools"
  },
  "_searchresults": 0,
  "_rbuild": "4.6.1",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/MaxIntTools.html",
    "manual.pdf"
  ],
  "_realowner": "cran",
  "_cranurl": false,
  "_releases": [
    {
      "version": "0.1.0",
      "date": "2026-02-16"
    }
  ],
  "_exports": [
    "E_ReMI",
    "extract_Gamma_EReMI",
    "Log_Likelihood_function_E_ReMI",
    "Log_Likelihood_function_REMAXINT",
    "Log_LR_Test_Statistic",
    "MaxInt_data_analysis",
    "MaxInt.heatmap.plot",
    "MaxInteraction.plot",
    "Permutation_Function",
    "Randompartition_function",
    "REMAXINT",
    "Unequal_Randompartition_Function",
    "Update_column_clusters",
    "Update_G_Omega",
    "Update_row_clusters_E_ReMI",
    "Update_row_clusters_REMAXINT"
  ],
  "_help": [
    {
      "page": "MaxIntTools-package",
      "title": "MaxIntTools: Tools for Detecting and Understanding Maximal Interaction Two-Mode Clustering",
      "topics": [
        "MaxIntTools-package"
      ]
    },
    {
      "page": "E_ReMI",
      "title": "Two-Mode Clustering via the E_ReMI Method",
      "topics": [
        "E_ReMI"
      ]
    },
    {
      "page": "extract_Gamma_EReMI",
      "title": "Extract Estimated Gamma Matrix for a Specific Cluster Combination",
      "topics": [
        "extract_Gamma_EReMI"
      ]
    },
    {
      "page": "Log_Likelihood_function_E_ReMI",
      "title": "Log-Likelihood Calculation for E-ReMI Clustering",
      "topics": [
        "Log_Likelihood_function_E_ReMI"
      ]
    },
    {
      "page": "Log_Likelihood_function_REMAXINT",
      "title": "Compute Log-Likelihood for REMAXINT method",
      "topics": [
        "Log_Likelihood_function_REMAXINT"
      ]
    },
    {
      "page": "Log_LR_Test_Statistic",
      "title": "Compute Log-Likelihood Ratio test statistics for permutation based Extended Random Effect Maximal Interaction (E-ReMI) Two-Mode Clustering Model",
      "topics": [
        "Log_LR_Test_Statistic"
      ]
    },
    {
      "page": "MaxInt_data_analysis",
      "title": "Permutation-Based Inference and Interaction Estimation for Maximal Interaction Two-Mode Clustering",
      "topics": [
        "MaxInt_data_analysis"
      ]
    },
    {
      "page": "MaxInt.heatmap.plot",
      "title": "Heatmap for Visualizing Row by Column (Participant-by-Task) Clusters Interaction",
      "topics": [
        "MaxInt.heatmap.plot"
      ]
    },
    {
      "page": "MaxInteraction.plot",
      "title": "Interaction Plot to understand the nature of row-by-column clusters interaction against the optimal choice of (P) and (Q).",
      "topics": [
        "MaxInteraction.plot"
      ]
    },
    {
      "page": "Permutation_Function",
      "title": "Permutation-based hypothesis testing procedure for REMAXINT and E-REMI based test statistic(s).",
      "topics": [
        "Permutation_Function"
      ]
    },
    {
      "page": "print.MaxInt_data_analysis",
      "title": "Print Summary for MaxInt Data Analysis Results",
      "topics": [
        "print.MaxInt_data_analysis"
      ]
    },
    {
      "page": "Randompartition_function",
      "title": "Generate a Random Partition Matrix of Equally sized row and column clusters. These clusters are mutually exclusive and there is no empty row and column cluster.",
      "topics": [
        "Randompartition_function"
      ]
    },
    {
      "page": "REMAXINT",
      "title": "Two-Mode Clustering via the REMAXINT Method",
      "topics": [
        "REMAXINT"
      ]
    },
    {
      "page": "screeplot.MaxInt_data_analysis",
      "title": "Scree Plot for Maximal Interaction Two-Mode Clustering Results",
      "topics": [
        "screeplot.MaxInt_data_analysis"
      ]
    },
    {
      "page": "Unequal_Randompartition_Function",
      "title": "Generate a Random Partition Matrix of Unequally sized row clusters. Therefore, it assign higher weight or probability to first the row cluster and the remaining row clusters are evenly distributed.",
      "topics": [
        "Unequal_Randompartition_Function"
      ]
    },
    {
      "page": "Update_column_clusters",
      "title": "Update Column Cluster Assignments in REMAXINT and E-ReMI clustering framework.",
      "topics": [
        "Update_column_clusters"
      ]
    },
    {
      "page": "Update_G_Omega",
      "title": "Updates Row Cluster Membership Probabilities",
      "topics": [
        "Update_G_Omega"
      ]
    },
    {
      "page": "Update_row_clusters_E_ReMI",
      "title": "Update Row Cluster Assignments in E-ReMI clustering framework.",
      "topics": [
        "Update_row_clusters_E_ReMI"
      ]
    },
    {
      "page": "Update_row_clusters_REMAXINT",
      "title": "Update Row Cluster Assignments in REMAXINT clustering method",
      "topics": [
        "Update_row_clusters_REMAXINT"
      ]
    }
  ],
  "_rundeps": [
    "cli",
    "cpp11",
    "farver",
    "ggplot2",
    "glue",
    "gtable",
    "isoband",
    "labeling",
    "lifecycle",
    "MASS",
    "plyr",
    "pracma",
    "R6",
    "RColorBrewer",
    "Rcpp",
    "reshape",
    "rlang",
    "S7",
    "scales",
    "vctrs",
    "viridisLite",
    "withr"
  ],
  "_score": 1,
  "_indexed": true,
  "_nocasepkg": "maxinttools",
  "_universes": [
    "cran"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "0.1.0",
      "date": "2026-07-09T08:00:10.000Z",
      "distro": "resolute",
      "commit": "5cac08307d12e4776af56e1cc77c2023b8721c5c",
      "fileid": "https://r2.ropensci.org/432c00cb173b5696a69bce3cf1cf061b7965c1073c5bf017a4a5cda2039d6c90",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/29002963681"
    },
    {
      "r": "4.6.1",
      "os": "linux",
      "version": "0.1.0",
      "date": "2026-07-09T08:00:05.000Z",
      "distro": "resolute",
      "commit": "5cac08307d12e4776af56e1cc77c2023b8721c5c",
      "fileid": "https://r2.ropensci.org/707f3141db0168f3f9b594d5ed0a7d33e16b8ea3678fcec12790c49597f6efc5",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/29002963681"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "0.1.0",
      "date": "2026-07-09T08:00:12.000Z",
      "commit": "5cac08307d12e4776af56e1cc77c2023b8721c5c",
      "fileid": "https://r2.ropensci.org/ae2b4d94aa1d15a36d6ea2721df34dbf0c634d3d47c2b71b3b616f69d856e978",
      "status": "success",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/29002963681"
    }
  ]
}