{
  "_id": "6ad09916576abc75bd5cd5e6",
  "Package": "mlstm",
  "Type": "Package",
  "Title": "Multilevel Supervised Topic Models with Multiple Outcomes",
  "Version": "0.1.7",
  "Authors@R": "person(\"Tomoya\", \"Himeno\", email = \"bd24f002@g.hit-u.ac.jp\", role = c(\"aut\", \"cre\"))",
  "Description": "Fits latent Dirichlet allocation (LDA), supervised topic\nmodels, and multilevel supervised topic models for text data\nwith multiple outcome variables. Core estimation routines are\nimplemented in C++ using the 'Rcpp' ecosystem. For topic\nmodels, see Blei et al. (2003)\n<https://www.jmlr.org/papers/volume3/blei03a/blei03a.pdf>. For\nsupervised topic models, see Blei and McAuliffe (2007)\n<https://papers.nips.cc/paper_files/paper/2007/hash/d56b9fc4b0f1be8871f5e1c40c0067e7-Abstract.html>.",
  "License": "MIT + file LICENSE",
  "Encoding": "UTF-8",
  "SystemRequirements": "C++17",
  "RoxygenNote": "7.3.3",
  "Config/testthat/edition": "3",
  "URL": "https://thimeno1993.github.io/mlstm/",
  "BugReports": "https://github.com/thimeno1993/mlstm/issues",
  "VignetteBuilder": "knitr",
  "NeedsCompilation": "yes",
  "Packaged": {
    "Date": "2026-10-15 09:07:35 UTC",
    "User": "root"
  },
  "Author": "Tomoya Himeno [aut, cre]",
  "Maintainer": "Tomoya Himeno <bd24f002@g.hit-u.ac.jp>",
  "Repository": "https://cran.r-universe.dev",
  "Date/Publication": "2026-04-14 15:45:28 UTC",
  "RemoteUrl": "https://github.com/cran/mlstm",
  "RemoteRef": "HEAD",
  "RemoteSha": "d0a7a859af3deec5ac8aa974b5fa1570186a672c",
  "_user": "cran",
  "_type": "src",
  "_file": "mlstm_0.1.7.tar.gz",
  "_fileid": "https://r2.ropensci.org/3399174c3818efaf992a0f7a8236306f69151ffe3f8b1fdda1899d8bf70e613b",
  "_filesize": 212158,
  "_sha256": "3399174c3818efaf992a0f7a8236306f69151ffe3f8b1fdda1899d8bf70e613b",
  "_expires": "2027-01-23T09:12:48.000Z",
  "_created": "2026-10-15T09:07:35.000Z",
  "_published": "2026-10-15T09:12:54.146Z",
  "_buildurl": "https://github.com/r-universe/cran/actions/runs/38710247665",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_jobs": [
    {
      "job": 116341057256,
      "time": 115,
      "config": "linux-devel-arm64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "11960631300"
    },
    {
      "job": 116341057148,
      "time": 136,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "11961335677"
    },
    {
      "job": 116341057270,
      "time": 139,
      "config": "linux-release-arm64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "11959854691"
    },
    {
      "job": 116341057421,
      "time": 142,
      "config": "linux-release-x86_64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "11960441243"
    },
    {
      "job": 116339728858,
      "time": 192,
      "config": "source",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "11960735520"
    },
    {
      "job": 116341057570,
      "time": 130,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "11960406429"
    },
    {
      "job": 116341057211,
      "time": 264,
      "config": "windows-devel-arm64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "11960962124"
    },
    {
      "job": 116341057450,
      "time": 205,
      "config": "windows-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "11960089592"
    },
    {
      "job": 116341057228,
      "time": 219,
      "config": "windows-release-arm64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "11960169774"
    },
    {
      "job": 116341057389,
      "time": 153,
      "config": "windows-release-x86_64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "11960950785"
    }
  ],
  "_upstream": "https://github.com/cran/mlstm",
  "_commit": {
    "id": "d0a7a859af3deec5ac8aa974b5fa1570186a672c",
    "author": "Tomoya Himeno <bd24f002@g.hit-u.ac.jp>",
    "committer": "cran-robot <csardi.gabor+cran@gmail.com>",
    "message": "version 0.1.7\n",
    "time": 1776181528
  },
  "_maintainer": {
    "name": "Tomoya Himeno",
    "email": "bd24f002@g.hit-u.ac.jp"
  },
  "_distro": "resolute",
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 4.0.0",
      "role": "Depends"
    },
    {
      "package": "Rcpp",
      "role": "LinkingTo"
    },
    {
      "package": "RcppArmadillo",
      "role": "LinkingTo"
    },
    {
      "package": "RcppParallel",
      "role": "LinkingTo"
    },
    {
      "package": "BH",
      "role": "LinkingTo"
    },
    {
      "package": "Rcpp",
      "role": "Imports"
    },
    {
      "package": "Matrix",
      "role": "Imports"
    },
    {
      "package": "data.table",
      "role": "Imports"
    },
    {
      "package": "RcppParallel",
      "role": "Imports"
    },
    {
      "package": "stats",
      "role": "Imports"
    },
    {
      "package": "knitr",
      "role": "Suggests"
    },
    {
      "package": "rmarkdown",
      "role": "Suggests"
    },
    {
      "package": "testthat",
      "version": ">= 3.0.0",
      "role": "Suggests"
    }
  ],
  "_owner": "cran",
  "_selfowned": false,
  "_usedby": 0,
  "_updates": [
    {
      "week": "2026-14",
      "n": 1
    },
    {
      "week": "2026-16",
      "n": 1
    }
  ],
  "_tags": [
    {
      "name": "0.1.6",
      "date": "2026-04-03"
    },
    {
      "name": "0.1.7",
      "date": "2026-04-14"
    }
  ],
  "_stars": 0,
  "_userbio": {
    "uuid": 6899542,
    "type": "organization",
    "name": "cran",
    "followers": 630,
    "description": "Unofficial read-only mirror of all CRAN R packages"
  },
  "_downloads": {
    "count": 316,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/mlstm"
  },
  "_devurl": "https://github.com/thimeno1993/mlstm",
  "_pkgdown": "https://thimeno1993.github.io/mlstm/",
  "_searchresults": 5,
  "_topics": [
    "openblas",
    "cpp",
    "openmp"
  ],
  "_rbuild": "4.6.1",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/manual.pdf",
    "extra/mlstm.html",
    "extra/NEWS.html",
    "extra/NEWS.txt",
    "extra/readme.html",
    "extra/readme.md",
    "LICENSE"
  ],
  "_homeurl": "https://github.com/thimeno1993/mlstm",
  "_realowner": "thimeno1993",
  "_cranurl": false,
  "_releases": [
    {
      "version": "0.1.6",
      "date": "2026-04-03"
    },
    {
      "version": "0.1.7",
      "date": "2026-04-14"
    }
  ],
  "_exports": [
    "eLDA_pass_b_fast",
    "init_mod_from_count",
    "run_lda_gibbs",
    "run_mlstm_vi",
    "run_stm_vi",
    "set_threads",
    "stm_multi_hier_vi_parallel",
    "stm_vi_parallel"
  ],
  "_help": [
    {
      "page": "eLDA_pass_b_fast",
      "title": "One Gibbs sampling sweep for LDA (collapsed) using document–term list.",
      "topics": [
        "eLDA_pass_b_fast"
      ]
    },
    {
      "page": "init_mod_from_count",
      "title": "Initialize LDA/STM state from a (d, v, c) sparse count matrix.",
      "topics": [
        "init_mod_from_count"
      ]
    },
    {
      "page": "run_lda_gibbs",
      "title": "Collapsed LDA Gibbs sampling for sparse (d, v, c) triplet data.",
      "topics": [
        "run_lda_gibbs"
      ]
    },
    {
      "page": "run_mlstm_vi",
      "title": "Multi-level supervised topic model (MLSTM) via variational inference.",
      "topics": [
        "run_mlstm_vi"
      ]
    },
    {
      "page": "run_stm_vi",
      "title": "Supervised topic model (STM) variational inference with ELBO-based convergence.",
      "topics": [
        "run_stm_vi"
      ]
    },
    {
      "page": "set_threads",
      "title": "Set threading options for STM/MLSTM computations",
      "topics": [
        "set_threads"
      ]
    },
    {
      "page": "stm_multi_hier_vi_parallel",
      "title": "Variational inference for multi-output supervised topic models with hierarchical prior.",
      "topics": [
        "stm_multi_hier_vi_parallel"
      ]
    },
    {
      "page": "stm_vi_parallel",
      "title": "Variational inference for supervised LDA (single continuous response).",
      "topics": [
        "stm_vi_parallel"
      ]
    }
  ],
  "_readme": "https://github.com/cran/mlstm/raw/HEAD/README.md",
  "_rundeps": [
    "BH",
    "data.table",
    "lattice",
    "Matrix",
    "Rcpp",
    "RcppArmadillo",
    "RcppParallel"
  ],
  "_sysdeps": [
    {
      "shlib": "liblapack",
      "package": "libopenblas0-pthread",
      "source": "openblas",
      "version": "0.3.32+ds-5",
      "name": "openblas",
      "homepage": "https://www.openblas.net/",
      "description": "Optimized BLAS (linear algebra) library (shared lib, pthread)"
    },
    {
      "shlib": "libblas",
      "package": "libopenblas0-pthread",
      "source": "openblas",
      "version": "0.3.32+ds-5",
      "name": "openblas",
      "homepage": "https://www.openblas.net/",
      "description": "Optimized BLAS (linear algebra) library (shared lib, pthread)"
    },
    {
      "shlib": "libstdc++",
      "package": "libstdc++6",
      "source": "gcc",
      "version": "16-20260322-1ubuntu1",
      "name": "c++",
      "homepage": "http://gcc.gnu.org/",
      "description": "GNU Standard C++ Library v3"
    },
    {
      "shlib": "libgomp",
      "package": "libgomp1",
      "source": "gcc",
      "version": "16-20260322-1ubuntu1",
      "name": "openmp",
      "homepage": "http://gcc.gnu.org/",
      "description": "GCC OpenMP (GOMP) support library"
    }
  ],
  "_vignettes": [
    {
      "source": "mlstm-intro.Rmd",
      "filename": "mlstm-intro.html",
      "title": "Introduction to mlstm",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Overview",
        "Simulated corpus",
        "LDA",
        "STM",
        "MLSTM",
        "Notes",
        "Session info"
      ],
      "created": "2026-04-03 10:06:34",
      "modified": "2026-04-03 10:06:34",
      "commits": 1
    }
  ],
  "_score": 3,
  "_indexed": false,
  "_nocasepkg": "mlstm",
  "_universes": [
    "cran"
  ],
  "_indexurl": "https://thimeno1993.r-universe.dev/mlstm",
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "0.1.7",
      "date": "2026-10-15T09:09:32.000Z",
      "distro": "resolute",
      "arch": "aarch64",
      "commit": "d0a7a859af3deec5ac8aa974b5fa1570186a672c",
      "fileid": "https://r2.ropensci.org/05217f86bf321ce8b32d57c14f5d521881c8aa454348ab3f4a1417b2f8c11241",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/38710247665"
    },
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "0.1.7",
      "date": "2026-10-15T09:09:54.000Z",
      "distro": "resolute",
      "arch": "x86_64",
      "commit": "d0a7a859af3deec5ac8aa974b5fa1570186a672c",
      "fileid": "https://r2.ropensci.org/2aa035adfbe8a8d8d212ab2d30cbab6f3552b3b1c9802e02152bc6f564eb682b",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/38710247665"
    },
    {
      "r": "4.6.1",
      "os": "linux",
      "version": "0.1.7",
      "date": "2026-10-15T09:09:40.000Z",
      "distro": "resolute",
      "arch": "aarch64",
      "commit": "d0a7a859af3deec5ac8aa974b5fa1570186a672c",
      "fileid": "https://r2.ropensci.org/e088e8a2a55b11372f1e5bdb9bf37fa6dab40e7cb608505d0b8800fea1ace211",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/38710247665"
    },
    {
      "r": "4.6.1",
      "os": "linux",
      "version": "0.1.7",
      "date": "2026-10-15T09:09:49.000Z",
      "distro": "resolute",
      "arch": "x86_64",
      "commit": "d0a7a859af3deec5ac8aa974b5fa1570186a672c",
      "fileid": "https://r2.ropensci.org/221bb59d3876a01eafe8b8ef304dfac83486b523e9d217d3d3e56cbac70884ed",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/38710247665"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "0.1.7",
      "date": "2026-10-15T09:09:56.000Z",
      "arch": "emscripten",
      "commit": "d0a7a859af3deec5ac8aa974b5fa1570186a672c",
      "fileid": "https://r2.ropensci.org/f8353997378dc4dd35d2afa8385c29f928791220780e1665fe6970a12bbe988c",
      "status": "success",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/38710247665"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "0.1.7",
      "date": "2026-10-15T09:11:41.000Z",
      "arch": "aarch64",
      "commit": "d0a7a859af3deec5ac8aa974b5fa1570186a672c",
      "fileid": "https://r2.ropensci.org/0c50efcf597f89ec0df712b45a7711459f57a44d8ef385e81c2602017566a4c8",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/38710247665"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "0.1.7",
      "date": "2026-10-15T09:10:05.000Z",
      "arch": "x86_64",
      "commit": "d0a7a859af3deec5ac8aa974b5fa1570186a672c",
      "fileid": "https://r2.ropensci.org/6ebb1a0e8a1743f8f473e926d8f8f30543f809ef96790549c1e36c3e752b92fc",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/38710247665"
    },
    {
      "r": "4.6.1",
      "os": "win",
      "version": "0.1.7",
      "date": "2026-10-15T09:10:58.000Z",
      "arch": "aarch64",
      "commit": "d0a7a859af3deec5ac8aa974b5fa1570186a672c",
      "fileid": "https://r2.ropensci.org/1699a16021ba31101ed8c03b5628c58e9dd945106ed5575551edc3df1c9978b1",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/38710247665"
    },
    {
      "r": "4.6.1",
      "os": "win",
      "version": "0.1.7",
      "date": "2026-10-15T09:09:24.000Z",
      "arch": "x86_64",
      "commit": "d0a7a859af3deec5ac8aa974b5fa1570186a672c",
      "fileid": "https://r2.ropensci.org/7dba67ea52903e021dde71a377584bf6aa635f28365ab2176edff0c185e42d3c",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/38710247665"
    }
  ]
}