{
  "_id": "6ac91901de46216d5edd9956",
  "Package": "koma",
  "Title": "Bayesian Simultaneous Equation Models for Forecasting",
  "Version": "0.4.1",
  "Authors@R": "c(\nperson(\"Samad\", \"Sarferaz\", , \"sarferaz@kof.ethz.ch\", role = c(\"aut\", \"cph\"), comment = c(ORCID = \"0000-0001-9283-3293\")),\nperson(\"Merlin\", \"Scherer\", , \"scherer@kof.ethz.ch\", role = c(\"aut\", \"cre\", \"cph\"), comment = c(ORCID = \"0009-0005-7479-168X\")),\nperson(\"Laurent\", \"Florin\", , \"florin@kof.ethz.ch\", role = c(\"ctb\")),\nperson(\"Andrew D.\", \"Martin\", role = c(\"ctb\", \"cph\"),\ncomment = \"Adapted rwish/riwish code from MCMCpack\"),\nperson(\"Kevin M.\", \"Quinn\", role = c(\"ctb\", \"cph\"),\ncomment = \"Adapted rwish/riwish code from MCMCpack\"),\nperson(\"Jong Hee\", \"Park\", role = c(\"ctb\", \"cph\"),\ncomment = \"Adapted rwish/riwish code from MCMCpack\"),\nperson(\"Bill\", \"Venables\", role = c(\"ctb\", \"cph\"),\ncomment = \"Adapted multivariate_norm code from MASS::mvrnorm\"),\nperson(\"Brian D.\", \"Ripley\", role = c(\"ctb\", \"cph\"),\ncomment = \"Adapted multivariate_norm code from MASS::mvrnorm\"))",
  "Description": "Estimate and forecast Bayesian simultaneous equation\nmodels for macroeconomic time series. Provides tools to specify\nsystems of behavioral equations and accounting identities,\ntransform and manage time series, simulate from the posterior\nusing a Metropolis-within-Gibbs sampler, and generate\nunconditional and conditional forecasts with user-defined\npriors and restrictions. Methods are described in Rathke A. and\nSarferaz S. (forthcoming) \"Bayesian Estimation of Simultaneous\nEquations Model\".",
  "URL": "https://timothymerlin.github.io/koma/,\nhttps://github.com/TimothyMerlin/koma",
  "License": "GPL (>= 3)",
  "Encoding": "UTF-8",
  "Roxygen": "list(markdown = TRUE)",
  "Config/testthat/edition": "3",
  "LazyData": "true",
  "VignetteBuilder": "knitr",
  "BugReports": "https://github.com/TimothyMerlin/koma/issues",
  "Config/roxygen2/version": "8.0.0",
  "Repository": "https://timothymerlin.r-universe.dev",
  "Date/Publication": "2026-10-09 12:20:53 UTC",
  "RemoteUrl": "https://github.com/timothymerlin/koma",
  "RemoteRef": "HEAD",
  "RemoteSha": "a033def2aa05a60949dbc625311d87b17b73db94",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-10-09 16:30:27 UTC",
    "User": "root"
  },
  "Author": "Samad Sarferaz [aut, cph] (ORCID:\n<https://orcid.org/0000-0001-9283-3293>),\nMerlin Scherer [aut, cre, cph] (ORCID:\n<https://orcid.org/0009-0005-7479-168X>),\nLaurent Florin [ctb],\nAndrew D. Martin [ctb, cph] (Adapted rwish/riwish code from MCMCpack),\nKevin M. Quinn [ctb, cph] (Adapted rwish/riwish code from MCMCpack),\nJong Hee Park [ctb, cph] (Adapted rwish/riwish code from MCMCpack),\nBill Venables [ctb, cph] (Adapted multivariate_norm code from\nMASS::mvrnorm),\nBrian D. Ripley [ctb, cph] (Adapted multivariate_norm code from\nMASS::mvrnorm)",
  "Maintainer": "Merlin Scherer <scherer@kof.ethz.ch>",
  "_user": "timothymerlin",
  "_type": "src",
  "_file": "koma_0.4.1.tar.gz",
  "_fileid": "https://r2.ropensci.org/2b3de28d714840b7207e8da95d60f3551cf78175712e652cad63732a8b1b3b25",
  "_filesize": 1412254,
  "_sha256": "2b3de28d714840b7207e8da95d60f3551cf78175712e652cad63732a8b1b3b25",
  "_expires": "2027-01-17T16:40:31.000Z",
  "_created": "2026-10-09T16:30:27.000Z",
  "_published": "2026-10-09T16:40:33.487Z",
  "_buildurl": "https://github.com/r-universe/timothymerlin/actions/runs/37959071695",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_jobs": [
    {
      "job": 113918987639,
      "time": 170,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "11630258278"
    },
    {
      "job": 113918987720,
      "time": 179,
      "config": "linux-release-x86_64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "11630402971"
    },
    {
      "job": 113918987629,
      "time": 152,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "11630253130"
    },
    {
      "job": 113918987521,
      "time": 130,
      "config": "macos-release-arm64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "11630433932"
    },
    {
      "job": 113917077473,
      "time": 277,
      "config": "source",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "11630687417"
    },
    {
      "job": 113918987590,
      "time": 112,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "11630357992"
    },
    {
      "job": 113918987698,
      "time": 109,
      "config": "windows-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "11631037480"
    },
    {
      "job": 113918987865,
      "time": 166,
      "config": "windows-oldrel-x86_64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "11630413317"
    },
    {
      "job": 113918987804,
      "time": 156,
      "config": "windows-release-x86_64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "11630342833"
    }
  ],
  "_upstream": "https://github.com/timothymerlin/koma",
  "_commit": {
    "id": "a033def2aa05a60949dbc625311d87b17b73db94",
    "author": "Timotheus Merlin Scherer <scherer@kof.ethz.ch>",
    "committer": "Timotheus Merlin Scherer <scherer@kof.ethz.ch>",
    "message": "docs(cran): mention the update-frequency note in cran comments\n",
    "time": 1791548453
  },
  "_maintainer": {
    "name": "Merlin Scherer",
    "email": "scherer@kof.ethz.ch",
    "login": "timothymerlin",
    "linkedin": "in/merlin-scherer-9b428580",
    "orcid": "0009-0005-7479-168X",
    "description": "PhD Candidate in Macroeconomic Forecasting at KOF Swiss Economic Institute @ ETH Zurich",
    "uuid": 2305405
  },
  "_distro": "resolute",
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 4.1.0",
      "role": "Depends"
    },
    {
      "package": "cli",
      "version": ">= 3.6.3",
      "role": "Imports"
    },
    {
      "package": "doFuture",
      "version": ">= 1.0.0",
      "role": "Imports"
    },
    {
      "package": "foreach",
      "version": ">= 1.5.2",
      "role": "Imports"
    },
    {
      "package": "glue",
      "version": ">= 1.8.0",
      "role": "Imports"
    },
    {
      "package": "methods",
      "role": "Imports"
    },
    {
      "package": "progressr",
      "version": ">= 0.15.0",
      "role": "Imports"
    },
    {
      "package": "purrr",
      "version": ">= 1.0.4",
      "role": "Imports"
    },
    {
      "package": "rlang",
      "version": ">= 1.1.6",
      "role": "Imports"
    },
    {
      "package": "stats",
      "version": ">= 4.0.2",
      "role": "Imports"
    },
    {
      "package": "tempdisagg",
      "version": ">= 1.1",
      "role": "Imports"
    },
    {
      "package": "utils",
      "version": ">= 4.4.1",
      "role": "Imports"
    },
    {
      "package": "devtools",
      "version": ">= 2.4.5",
      "role": "Suggests"
    },
    {
      "package": "ggplot2",
      "version": ">= 3.5.0",
      "role": "Suggests"
    },
    {
      "package": "usethis",
      "version": ">= 3.1.0",
      "role": "Suggests"
    },
    {
      "package": "pkgdown",
      "version": ">= 2.0.7",
      "role": "Suggests"
    },
    {
      "package": "knitr",
      "version": ">= 1.43",
      "role": "Suggests"
    },
    {
      "package": "rmarkdown",
      "version": ">= 2.24",
      "role": "Suggests"
    },
    {
      "package": "future",
      "version": ">= 1.33.0",
      "role": "Suggests"
    },
    {
      "package": "parallelly",
      "version": ">= 1.36.0",
      "role": "Suggests"
    },
    {
      "package": "withr",
      "version": ">= 3.0.0",
      "role": "Suggests"
    },
    {
      "package": "texreg",
      "version": ">= 1.39.4",
      "role": "Suggests"
    },
    {
      "package": "testthat",
      "version": ">= 3.2.3",
      "role": "Suggests"
    },
    {
      "package": "plotly",
      "version": ">= 4.11.0",
      "role": "Suggests"
    },
    {
      "package": "webshot2",
      "version": ">= 0.1.2",
      "role": "Suggests"
    }
  ],
  "_owner": "timothymerlin",
  "_selfowned": true,
  "_usedby": 0,
  "_updates": [
    {
      "week": "2025-42",
      "n": 30
    },
    {
      "week": "2025-49",
      "n": 2
    },
    {
      "week": "2026-02",
      "n": 11
    },
    {
      "week": "2026-03",
      "n": 15
    },
    {
      "week": "2026-04",
      "n": 7
    },
    {
      "week": "2026-09",
      "n": 4
    },
    {
      "week": "2026-14",
      "n": 2
    },
    {
      "week": "2026-15",
      "n": 4
    },
    {
      "week": "2026-16",
      "n": 5
    },
    {
      "week": "2026-17",
      "n": 2
    },
    {
      "week": "2026-19",
      "n": 15
    },
    {
      "week": "2026-20",
      "n": 11
    },
    {
      "week": "2026-21",
      "n": 4
    },
    {
      "week": "2026-22",
      "n": 2
    },
    {
      "week": "2026-23",
      "n": 5
    },
    {
      "week": "2026-29",
      "n": 1
    },
    {
      "week": "2026-30",
      "n": 3
    },
    {
      "week": "2026-31",
      "n": 5
    },
    {
      "week": "2026-32",
      "n": 3
    },
    {
      "week": "2026-33",
      "n": 1
    },
    {
      "week": "2026-34",
      "n": 1
    },
    {
      "week": "2026-37",
      "n": 3
    },
    {
      "week": "2026-38",
      "n": 15
    },
    {
      "week": "2026-39",
      "n": 3
    },
    {
      "week": "2026-40",
      "n": 28
    },
    {
      "week": "2026-41",
      "n": 62
    }
  ],
  "_tags": [
    {
      "name": "0.2.0",
      "date": "2026-02-27"
    },
    {
      "name": "0.2.1",
      "date": "2026-02-27"
    },
    {
      "name": "0.2.2",
      "date": "2026-05-06"
    },
    {
      "name": "0.3.1",
      "date": "2026-05-28"
    },
    {
      "name": "0.4.0",
      "date": "2026-10-02"
    },
    {
      "name": "latest",
      "date": "2026-10-02"
    },
    {
      "name": "0.4.1",
      "date": "2026-10-09"
    }
  ],
  "_stars": 7,
  "_contributors": [
    {
      "user": "timothymerlin",
      "count": 283,
      "uuid": 2305405
    }
  ],
  "_userbio": {
    "uuid": 2305405,
    "type": "user",
    "name": "Merlin",
    "followers": 10,
    "description": "PhD Candidate in Macroeconomic Forecasting at KOF Swiss Economic Institute @ ETH Zurich"
  },
  "_downloads": {
    "count": 277,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/koma"
  },
  "_devurl": "https://github.com/timothymerlin/koma",
  "_pkgdown": "https://timothymerlin.github.io/koma/",
  "_searchresults": 15,
  "_rbuild": "4.6.1",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/koma.html",
    "extra/manual.pdf",
    "extra/NEWS.html",
    "extra/NEWS.txt",
    "extra/readme.html",
    "extra/readme.md"
  ],
  "_homeurl": "https://github.com/timothymerlin/koma",
  "_realowner": "timothymerlin",
  "_cranurl": true,
  "_releases": [
    {
      "version": "0.3.1",
      "date": "2026-07-29"
    },
    {
      "version": "0.4.0",
      "date": "2026-10-02"
    }
  ],
  "_exports": [
    "acf_plot",
    "as_ets",
    "as_list",
    "as_mets",
    "concat",
    "estimate",
    "ets",
    "extract.koma_estimate",
    "filter_by_attribute",
    "forecast",
    "generate_sample_data",
    "get_koma_attr_policy",
    "hdi",
    "hdr",
    "init_koma_theme",
    "is_ets",
    "is_system_of_equations",
    "level",
    "model_evaluation",
    "model_identification",
    "rate",
    "rebase",
    "reset_koma_attr_policy",
    "running_mean",
    "running_mean_plot",
    "set_koma_attr_policy",
    "system_of_equations",
    "trace_plot"
  ],
  "_datasets": [
    {
      "name": "klein",
      "title": "Klein macroeconomic time series (1970 Q1 onward)",
      "object": "klein",
      "class": [
        "list"
      ],
      "fields": [],
      "table": false,
      "tojson": true
    },
    {
      "name": "simulated_sem",
      "title": "Simulated SEM example data",
      "object": "simulated_sem",
      "class": [
        "list"
      ],
      "fields": [],
      "table": false,
      "tojson": false
    },
    {
      "name": "small_open_economy",
      "title": "Quarterly time series of key macro variables for a small open economy (Switzerland)",
      "object": "small_open_economy",
      "class": [
        "list"
      ],
      "fields": [],
      "table": false,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "acf_plot",
      "title": "Autocorrelation Function Plots for koma_estimate Objects",
      "topics": [
        "acf_plot"
      ]
    },
    {
      "page": "as_list",
      "title": "Convert an mets koma_ts object to a list",
      "topics": [
        "as_list",
        "as_list.list",
        "as_list.mts"
      ]
    },
    {
      "page": "as_mets",
      "title": "Convert a list object with ets koma_ts objects to a koma_ts multivariate time series (mets)",
      "topics": [
        "as_mets",
        "as_mets.list"
      ]
    },
    {
      "page": "concat",
      "title": "Concatenate two time series",
      "topics": [
        "concat",
        "concat.list",
        "concat.mts",
        "concat.ts"
      ]
    },
    {
      "page": "estimate",
      "title": "Estimate the Simultaneous Equations Model (SEM)",
      "topics": [
        "estimate",
        "estimate.list"
      ]
    },
    {
      "page": "extract.koma_estimate",
      "title": "Extract a texreg summary from a koma_estimate",
      "topics": [
        "extract.koma_estimate"
      ]
    },
    {
      "page": "filter_by_attribute",
      "title": "Filter a koma_ts object by attribute value",
      "topics": [
        "filter_by_attribute",
        "filter_by_attribute.list",
        "filter_by_attribute.mts"
      ]
    },
    {
      "page": "forecast",
      "title": "Forecast the Simultaneous Equations Model (SEM)",
      "topics": [
        "forecast",
        "forecast.koma_estimate"
      ]
    },
    {
      "page": "format.koma_seq",
      "title": "Format System of Equations",
      "topics": [
        "format.koma_seq"
      ]
    },
    {
      "page": "generate_sample_data",
      "title": "Generate Data for the Simultaneous Equations Model",
      "topics": [
        "generate_sample_data"
      ]
    },
    {
      "page": "get_koma_attr_policy",
      "title": "Look up the registered policy for a koma_ts attribute",
      "topics": [
        "get_koma_attr_policy"
      ]
    },
    {
      "page": "hdi",
      "title": "Highest Density Intervals from Draws",
      "topics": [
        "hdi",
        "hdi.default"
      ]
    },
    {
      "page": "hdi.koma_estimate",
      "title": "Highest Density Intervals for koma_estimate Objects",
      "topics": [
        "hdi.koma_estimate"
      ]
    },
    {
      "page": "hdi.koma_forecast",
      "title": "Highest Density Intervals for koma_forecast Objects",
      "topics": [
        "hdi.koma_forecast"
      ]
    },
    {
      "page": "hdr",
      "title": "Highest Density Regions from a Kernel Density Estimate",
      "topics": [
        "hdr",
        "hdr.default"
      ]
    },
    {
      "page": "hdr.koma_estimate",
      "title": "Highest Density Regions for koma_estimate Objects",
      "topics": [
        "hdr.koma_estimate"
      ]
    },
    {
      "page": "hdr.koma_forecast",
      "title": "Highest Density Regions for koma_forecast Objects",
      "topics": [
        "hdr.koma_forecast"
      ]
    },
    {
      "page": "init_koma_theme",
      "title": "Initiate Default Theme",
      "topics": [
        "init_koma_theme"
      ]
    },
    {
      "page": "is_system_of_equations",
      "title": "Check if Object is a System of Equations",
      "topics": [
        "is_system_of_equations"
      ]
    },
    {
      "page": "klein",
      "title": "Klein macroeconomic time series (1970 Q1 onward)",
      "topics": [
        "klein"
      ]
    },
    {
      "page": "koma",
      "title": "koma: Large Scale Macroeconomic Model",
      "topics": [
        "koma-package",
        "koma"
      ]
    },
    {
      "page": "koma_ts",
      "title": "Extended Time-Series Object",
      "topics": [
        "as_ets",
        "ets",
        "is_ets",
        "koma_ts"
      ]
    },
    {
      "page": "level",
      "title": "Compute the level for a time series",
      "topics": [
        "level",
        "level.list",
        "level.mts",
        "level.ts"
      ]
    },
    {
      "page": "model_evaluation",
      "title": "Calculate Out-of-Sample RMSE for a Specified Horizon",
      "topics": [
        "model_evaluation"
      ]
    },
    {
      "page": "model_identification",
      "title": "Identify Model Parameters from Character Matrices",
      "topics": [
        "model_identification"
      ]
    },
    {
      "page": "plot.koma_estimate_hdr",
      "title": "Plot HDRs for koma_estimate Objects",
      "topics": [
        "plot.koma_estimate_hdr"
      ]
    },
    {
      "page": "plot.koma_forecast",
      "title": "Plot koma Forecasts",
      "topics": [
        "plot.koma_forecast"
      ]
    },
    {
      "page": "print.koma_estimate",
      "title": "Print method for koma_estimate objects",
      "topics": [
        "print.koma_estimate"
      ]
    },
    {
      "page": "print.koma_forecast",
      "title": "Print Method for koma_forecast Objects",
      "topics": [
        "print.koma_forecast"
      ]
    },
    {
      "page": "print.koma_hdi",
      "title": "Print method for koma_hdi objects",
      "topics": [
        "print.koma_hdi"
      ]
    },
    {
      "page": "print.koma_hdr",
      "title": "Print method for koma_hdr objects",
      "topics": [
        "print.koma_hdr"
      ]
    },
    {
      "page": "print.koma_seq",
      "title": "Print System of Equations",
      "topics": [
        "print.koma_seq"
      ]
    },
    {
      "page": "rate",
      "title": "Compute the rate of change for a time series",
      "topics": [
        "rate",
        "rate.list",
        "rate.mts",
        "rate.ts"
      ]
    },
    {
      "page": "rebase",
      "title": "Rebase Time Series Data Relative to a Base Period",
      "topics": [
        "rebase",
        "rebase.list",
        "rebase.mts",
        "rebase.ts"
      ]
    },
    {
      "page": "reset_koma_attr_policy",
      "title": "Remove a registered koma_ts attribute policy",
      "topics": [
        "reset_koma_attr_policy"
      ]
    },
    {
      "page": "running_mean",
      "title": "Running Means for koma_estimate Objects",
      "topics": [
        "running_mean"
      ]
    },
    {
      "page": "running_mean_plot",
      "title": "Running Mean Plots for koma_estimate Objects",
      "topics": [
        "running_mean_plot"
      ]
    },
    {
      "page": "set_koma_attr_policy",
      "title": "Register metadata behavior for a koma_ts attribute",
      "topics": [
        "set_koma_attr_policy"
      ]
    },
    {
      "page": "simulated_sem",
      "title": "Simulated SEM example data",
      "topics": [
        "simulated_sem"
      ]
    },
    {
      "page": "small_open_economy",
      "title": "Quarterly time series of key macro variables for a small open economy (Switzerland)",
      "topics": [
        "small_open_economy"
      ]
    },
    {
      "page": "summary.koma_estimate",
      "title": "Summary method for koma_estimate objects",
      "topics": [
        "summary.koma_estimate"
      ]
    },
    {
      "page": "summary.koma_estimate_hdi",
      "title": "Summary for koma_estimate_hdi Objects",
      "topics": [
        "summary.koma_estimate_hdi"
      ]
    },
    {
      "page": "summary.koma_estimate_hdr",
      "title": "Summary for koma_estimate_hdr Objects",
      "topics": [
        "summary.koma_estimate_hdr"
      ]
    },
    {
      "page": "summary.koma_forecast",
      "title": "Summary for koma_forecast Objects",
      "topics": [
        "summary.koma_forecast"
      ]
    },
    {
      "page": "summary.koma_forecast_hdi",
      "title": "Summary for koma_forecast_hdi Objects",
      "topics": [
        "summary.koma_forecast_hdi"
      ]
    },
    {
      "page": "summary.koma_forecast_hdr",
      "title": "Summary for koma_forecast_hdr Objects",
      "topics": [
        "summary.koma_forecast_hdr"
      ]
    },
    {
      "page": "summary.koma_hdi",
      "title": "Summary for koma_hdi Objects",
      "topics": [
        "summary.koma_hdi"
      ]
    },
    {
      "page": "summary.koma_hdr",
      "title": "Summary for koma_hdr Objects",
      "topics": [
        "summary.koma_hdr"
      ]
    },
    {
      "page": "system_of_equations",
      "title": "System of Equations Class",
      "topics": [
        "system_of_equations"
      ]
    },
    {
      "page": "trace_plot",
      "title": "Trace Plots for koma_estimate Objects",
      "topics": [
        "trace_plot"
      ]
    }
  ],
  "_readme": "https://github.com/timothymerlin/koma/raw/HEAD/README.md",
  "_rundeps": [
    "cli",
    "codetools",
    "digest",
    "doFuture",
    "foreach",
    "future",
    "future.apply",
    "globals",
    "glue",
    "iterators",
    "lifecycle",
    "listenv",
    "magrittr",
    "parallelly",
    "progressr",
    "purrr",
    "rlang",
    "tempdisagg",
    "vctrs"
  ],
  "_vignettes": [
    {
      "source": "koma-equations.Rmd",
      "filename": "koma-equations.html",
      "title": "Equation Syntax Reference",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Overview",
        "1. Stochastic Equations",
        "2. Identity Equations",
        "3. Injected Parameters",
        "4. Lag Notation",
        "5. Priors",
        "6. Equation-specific Tau",
        "7. Dummy Variables"
      ],
      "created": "2026-01-10 11:20:36",
      "modified": "2026-10-08 09:08:29",
      "commits": 7
    },
    {
      "source": "koma-klein.Rmd",
      "filename": "koma-klein.html",
      "title": "Estimating Klein's Model I",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Equations of Klein's Model",
        "Stochastic equations",
        "Equilibrium condition",
        "Identities",
        "Defining Klein's Model in R",
        "Creating the SEM",
        "Defing the Estimation and Forecast Dates",
        "Preparing the Data",
        "Estimating the Model",
        "Forecasting"
      ],
      "created": "2026-01-10 11:20:36",
      "modified": "2026-05-13 15:02:36",
      "commits": 2
    },
    {
      "source": "koma-getting-started.Rmd",
      "filename": "koma-getting-started.html",
      "title": "Estimating and Forecasting with the koma Package",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Overview",
        "Define a small system",
        "Build the system",
        "Pick estimation and forecast ranges",
        "Prepare the data",
        "Estimate the model",
        "Forecast and inspect"
      ],
      "created": "2026-01-10 11:20:36",
      "modified": "2026-08-03 14:43:39",
      "commits": 6
    },
    {
      "source": "koma-diagnostics.Rmd",
      "filename": "koma-diagnostics.html",
      "title": "MCMC Diagnostics for Estimated SEM",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Overview",
        "Build a Small Model",
        "Prepare Data and Estimate",
        "Trace Plots",
        "Running Means",
        "Autocorrelation Function (ACF) Plots",
        "Interactive Diagnostics"
      ],
      "created": "2026-02-27 07:44:03",
      "modified": "2026-02-27 07:44:03",
      "commits": 1
    },
    {
      "source": "koma-error-correction.Rmd",
      "filename": "koma-error-correction.html",
      "title": "Error Correction in a Small Open Economy Model",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Overview",
        "Export ECM Intuition",
        "Define the SEM",
        "Create the SEM",
        "Preparing the Data",
        "Estimation and Forecast Dates",
        "Estimating the Model",
        "Forecasting"
      ],
      "created": "2026-01-15 10:47:38",
      "modified": "2026-01-15 10:47:38",
      "commits": 1
    },
    {
      "source": "koma-extended-timeseries.Rmd",
      "filename": "koma-extended-timeseries.html",
      "title": "Extended Time Series (ets)",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Overview",
        "Create an ets",
        "Windowing and extending",
        "Rates, levels, and anchors",
        "Rebasing and aggregation",
        "Arithmetic and subsetting",
        "Using plain ts with estimate()"
      ],
      "created": "2026-01-10 11:20:36",
      "modified": "2026-08-03 14:43:39",
      "commits": 2
    },
    {
      "source": "koma-hpd.Rmd",
      "filename": "koma-hpd.html",
      "title": "Highest Probability Density (HPD): HDR and HDI",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Overview",
        "Draws-based HPD summaries",
        "Tuning HDR estimation",
        "HDR and HDI from model estimates"
      ],
      "created": "2026-02-27 07:44:03",
      "modified": "2026-02-27 07:44:03",
      "commits": 1
    },
    {
      "source": "koma-parallel.Rmd",
      "filename": "koma-parallel.html",
      "title": "Executing koma in Parallel",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Introduction",
        "Preliminaries",
        "Sequential Execution",
        "Parallel Execution with future::plan",
        "Worker Setup",
        "Windows",
        "Linux",
        "macOS"
      ],
      "created": "2026-01-10 11:20:36",
      "modified": "2026-06-02 12:18:01",
      "commits": 4
    },
    {
      "source": "koma-small-macro-model.Rmd",
      "filename": "koma-small-macro-model.html",
      "title": "Estimating Small Macro Model for Switzerland",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Equations of the Small Macro Model",
        "Defining the SEM in R",
        "Creating the SEM",
        "Defing the Estimation and Forecast Dates",
        "Preparing the Data",
        "Estimating the Model",
        "Diagnostics",
        "Forecasting",
        "Conditional Forecasting"
      ],
      "created": "2026-01-10 11:20:36",
      "modified": "2026-05-13 15:02:36",
      "commits": 4
    }
  ],
  "_score": 7.0893751608160995,
  "_indexed": true,
  "_nocasepkg": "koma",
  "_universes": [
    "timothymerlin"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "0.4.1",
      "date": "2026-10-09T16:33:29.000Z",
      "distro": "resolute",
      "commit": "a033def2aa05a60949dbc625311d87b17b73db94",
      "fileid": "https://r2.ropensci.org/b9807cd7a6248b5dc87f21f2fbc5b32ca87ca1bd291ebf3095f1b7dc37dd848c",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/timothymerlin/actions/runs/37959071695"
    },
    {
      "r": "4.6.1",
      "os": "linux",
      "version": "0.4.1",
      "date": "2026-10-09T16:33:28.000Z",
      "distro": "resolute",
      "commit": "a033def2aa05a60949dbc625311d87b17b73db94",
      "fileid": "https://r2.ropensci.org/685cc9c361b32b6b33534d8a743b3138cfb970807b52f5cd38826161c1147cc2",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/timothymerlin/actions/runs/37959071695"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "0.4.1",
      "date": "2026-10-09T16:34:55.000Z",
      "commit": "a033def2aa05a60949dbc625311d87b17b73db94",
      "fileid": "https://r2.ropensci.org/afe8aa31b62105bf45eef107375d7ca6c67e8a2b0fb66ab427015c8b2164f180",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/timothymerlin/actions/runs/37959071695"
    },
    {
      "r": "4.6.1",
      "os": "mac",
      "version": "0.4.1",
      "date": "2026-10-09T16:39:25.000Z",
      "commit": "a033def2aa05a60949dbc625311d87b17b73db94",
      "fileid": "https://r2.ropensci.org/93425e4b76f3b94487bf295c12d81bb0104a50f6819d4e332c3f3529442290c8",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/timothymerlin/actions/runs/37959071695"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "0.4.1",
      "date": "2026-10-09T16:33:32.000Z",
      "commit": "a033def2aa05a60949dbc625311d87b17b73db94",
      "fileid": "https://r2.ropensci.org/42258734cdc579ffe48638f2f00871fba182df0640fae187b89b4b2e1a13da58",
      "status": "success",
      "buildurl": "https://github.com/r-universe/timothymerlin/actions/runs/37959071695"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "0.4.1",
      "date": "2026-10-09T16:32:18.000Z",
      "commit": "a033def2aa05a60949dbc625311d87b17b73db94",
      "fileid": "https://r2.ropensci.org/b41ee1b6e410900520b071b5a082a68e8c70e8787c2ca425638d2195c2a0e721",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/timothymerlin/actions/runs/37959071695"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "0.4.1",
      "date": "2026-10-09T16:32:53.000Z",
      "commit": "a033def2aa05a60949dbc625311d87b17b73db94",
      "fileid": "https://r2.ropensci.org/6a301ce4b023a896853d4135de5e24a0bfbaf106b0196968b740c688b98cb87b",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/timothymerlin/actions/runs/37959071695"
    },
    {
      "r": "4.6.1",
      "os": "win",
      "version": "0.4.1",
      "date": "2026-10-09T16:32:47.000Z",
      "commit": "a033def2aa05a60949dbc625311d87b17b73db94",
      "fileid": "https://r2.ropensci.org/04449482d39b36668612b8d888df3351f6c076c76d6657f90ea3079694e9f537",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/timothymerlin/actions/runs/37959071695"
    }
  ]
}