{
  "_id": "6a223b28cd65a98ecbd43f47",
  "Package": "exdqlm",
  "Title": "Extended Dynamic Quantile Linear Models",
  "Version": "1.0.0",
  "Authors@R": "c(person(given = \"Raquel\", family = \"Barata\",\nrole = c(\"aut\", \"cre\"),\nemail = \"raquel.a.barata@gmail.com\"),\nperson(given = \"Raquel\", family = \"Prado\", role = \"ths\"),\nperson(given = \"Bruno\",  family = \"Sanso\", role = \"ths\"),\nperson(given = \"Antonio\", family = \"Aguirre\", role = \"aut\"))",
  "Author": "Raquel Barata [aut, cre], Raquel Prado [ths], Bruno Sanso\n[ths], Antonio Aguirre [aut]",
  "Maintainer": "Raquel Barata <raquel.a.barata@gmail.com>",
  "Description": "Bayesian quantile-regression routines for dynamic\nstate-space models and static regression under the extended\nasymmetric Laplace (exAL) error distribution. The dynamic\nstate-space models are extended dynamic quantile linear models\n(exDQLMs). The package combines dynamic exDQLM inference via\nLDVB, MCMC, and legacy ISVB with static exAL regression via\nLDVB and MCMC, reduced AL/DQLM paths through fixed skewness,\ncomponent builders for trend/seasonality/regression blocks,\nstatic shrinkage priors including ridge, regularized horseshoe,\nand 'rhs_ns', evidence lower bound diagnostics, optional C++\naccelerators, and posterior predictive synthesis across\nseparately fitted quantiles through 'quantileSynthesis()'.\nDynamic exDQLM methods are described in Barata et al. (2020)\n<doi:10.1214/21-AOAS1497>.",
  "License": "MIT + file LICENSE",
  "Encoding": "UTF-8",
  "LazyData": "true",
  "Config/testthat/edition": "3",
  "SystemRequirements": "C++17; OpenMP (optional)",
  "URL": "https://github.com/AntonioAPDL/exdqlm",
  "BugReports": "https://github.com/AntonioAPDL/exdqlm/issues",
  "Config/roxygen2/version": "8.0.0",
  "NeedsCompilation": "yes",
  "Packaged": {
    "Date": "2026-06-05 02:52:03 UTC",
    "User": "root"
  },
  "Repository": "https://cran.r-universe.dev",
  "Date/Publication": "2026-06-04 23:30:02 UTC",
  "RemoteUrl": "https://github.com/cran/exdqlm",
  "RemoteRef": "HEAD",
  "RemoteSha": "945a3ed3da3f9bc56e2674f7698fcc99d6060694",
  "MD5sum": "136d04c54b09c9994b2d5bc66a213f2a",
  "_user": "cran",
  "_type": "src",
  "_file": "exdqlm_1.0.0.tar.gz",
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  "_created": "2026-06-05T02:52:03.000Z",
  "_published": "2026-06-05T02:57:44.468Z",
  "_distro": "noble",
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  "_buildurl": "https://github.com/r-universe/cran/actions/runs/26992285641",
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  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/cran/exdqlm",
  "_commit": {
    "id": "945a3ed3da3f9bc56e2674f7698fcc99d6060694",
    "author": "Raquel Barata <raquel.a.barata@gmail.com>",
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    "message": "version 1.0.0\n",
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    "name": "Raquel Barata",
    "email": "raquel.a.barata@gmail.com",
    "login": "rabarata",
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    "uuid": 28105775
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    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/exdqlm"
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  "_devurl": "https://github.com/antonioapdl/exdqlm",
  "_searchresults": 4,
  "_topics": [
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    "cpp",
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  "_rbuild": "4.6.0",
  "_assets": [
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    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/exdqlm.html",
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    "extra/NEWS.txt",
    "extra/readme.html",
    "extra/readme.md",
    "manual.pdf"
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  "_homeurl": "https://github.com/antonioapdl/exdqlm",
  "_realowner": "antonioapdl",
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  "_releases": [
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      "version": "0.1.1",
      "date": "2021-06-18"
    },
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      "version": "0.1.2",
      "date": "2021-07-20"
    },
    {
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      "date": "2023-02-16"
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  "_exports": [
    "as.exdqlm",
    "compPlot",
    "dexal",
    "exal_make_mcmc_control",
    "exal_make_mcmc_dqlm_sigma_control",
    "exal_make_mcmc_latent_state_control",
    "exal_make_mcmc_sigmagam_control",
    "exal_make_mcmc_theta_control",
    "exal_make_vb_control",
    "exal_make_vb_sigmagam_control",
    "exal_make_vb_sts_control",
    "exalStaticDiagnostics",
    "exalStaticLDVB",
    "exalStaticMCMC",
    "exdqlmDiagnostics",
    "exdqlmForecast",
    "exdqlmForecastDiagnostics",
    "exdqlmISVB",
    "exdqlmLDVB",
    "exdqlmMCMC",
    "exdqlmPlot",
    "exdqlmTransferISVB",
    "exdqlmTransferLDVB",
    "exdqlmTransferMCMC",
    "get_gamma_bounds",
    "is.exalStaticDiagnostic",
    "is.exalStaticLDVB",
    "is.exalStaticMCMC",
    "is.exdqlm",
    "is.exdqlmDiagnostic",
    "is.exdqlmForecast",
    "is.exdqlmForecastDiagnostic",
    "is.exdqlmISVB",
    "is.exdqlmLDVB",
    "is.exdqlmMCMC",
    "is.exdqlmSynthesis",
    "pexal",
    "polytrendMod",
    "qexal",
    "quantileSynthesis",
    "regMod",
    "rexal",
    "seasMod"
  ],
  "_datasets": [
    {
      "name": "BTflow",
      "title": "Monthly streamflow at the Big Trees gauge",
      "object": "BTflow",
      "class": [
        "ts"
      ],
      "fields": [],
      "table": false,
      "tojson": true
    },
    {
      "name": "climateIndices",
      "title": "Monthly climate indices for streamflow examples",
      "object": "climateIndices",
      "class": [
        "data.frame"
      ],
      "fields": [
        "date",
        "noi",
        "amo"
      ],
      "rows": 516,
      "table": true,
      "tojson": true
    },
    {
      "name": "ELIanoms",
      "title": "Daily time-series of ELI anomalies.",
      "object": "ELIanoms",
      "class": [
        "ts"
      ],
      "fields": [],
      "table": false,
      "tojson": true
    },
    {
      "name": "scIVTmag",
      "title": "Time series of daily average magnitude IVT in Santa Cruz, CA.",
      "object": "scIVTmag",
      "class": [
        "ts"
      ],
      "fields": [],
      "table": false,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "exdqlm-package",
      "title": "exdqlm: Extended Dynamic Quantile Linear Models",
      "topics": [
        "exdqlm-package",
        "exdqlm"
      ]
    },
    {
      "page": "plus-exdqlm",
      "title": "Addition for 'exdqlm' objects",
      "topics": [
        "+.exdqlm"
      ]
    },
    {
      "page": "as.exdqlm",
      "title": "'exdqlm' objects",
      "topics": [
        "as.exdqlm"
      ]
    },
    {
      "page": "BTflow",
      "title": "Monthly streamflow at the Big Trees gauge",
      "topics": [
        "BTflow"
      ]
    },
    {
      "page": "climateIndices",
      "title": "Monthly climate indices for streamflow examples",
      "topics": [
        "climateIndices"
      ]
    },
    {
      "page": "compPlot",
      "title": "Plot a component of an exDQLM",
      "topics": [
        "compPlot"
      ]
    },
    {
      "page": "dexal",
      "title": "Density Function for the Extended Asymmetric Laplace (exAL) Distribution",
      "topics": [
        "dexal"
      ]
    },
    {
      "page": "ELIanoms",
      "title": "Daily time-series of ELI anomalies.",
      "topics": [
        "ELIanoms"
      ]
    },
    {
      "page": "exal_make_mcmc_control",
      "title": "Build advanced MCMC control",
      "topics": [
        "exal_make_mcmc_control"
      ]
    },
    {
      "page": "exal_make_mcmc_dqlm_sigma_control",
      "title": "Build DQLM sigma-only MCMC warmup control",
      "topics": [
        "exal_make_mcmc_dqlm_sigma_control"
      ]
    },
    {
      "page": "exal_make_mcmc_latent_state_control",
      "title": "Build dynamic MCMC latent-state warmup control",
      "topics": [
        "exal_make_mcmc_latent_state_control"
      ]
    },
    {
      "page": "exal_make_mcmc_sigmagam_control",
      "title": "Build MCMC sigmagam warmup control",
      "topics": [
        "exal_make_mcmc_sigmagam_control"
      ]
    },
    {
      "page": "exal_make_mcmc_theta_control",
      "title": "Build MCMC theta warmup control",
      "topics": [
        "exal_make_mcmc_theta_control"
      ]
    },
    {
      "page": "exal_make_vb_control",
      "title": "Build advanced VB control",
      "topics": [
        "exal_make_vb_control"
      ]
    },
    {
      "page": "exal_make_vb_sigmagam_control",
      "title": "Build VB sigmagam warmup control",
      "topics": [
        "exal_make_vb_sigmagam_control"
      ]
    },
    {
      "page": "exal_make_vb_sts_control",
      "title": "Build dynamic VB latent-state warmup control",
      "topics": [
        "exal_make_vb_sts_control"
      ]
    },
    {
      "page": "exalStaticDiagnostics",
      "title": "exAL Diagnostics",
      "topics": [
        "exalStaticDiagnostics"
      ]
    },
    {
      "page": "exalStaticLDVB",
      "title": "Static exAL Regression - LDVB Approximation",
      "topics": [
        "exalStaticLDVB"
      ]
    },
    {
      "page": "exalStaticMCMC",
      "title": "exAL (static) - MCMC algorithm",
      "topics": [
        "exalStaticMCMC"
      ]
    },
    {
      "page": "exdqlmDiagnostics",
      "title": "exDQLM Diagnostics",
      "topics": [
        "exdqlmDiagnostics"
      ]
    },
    {
      "page": "exdqlmForecast",
      "title": "k-step-ahead quantile forecasts",
      "topics": [
        "exdqlmForecast"
      ]
    },
    {
      "page": "exdqlmForecastDiagnostics",
      "title": "Held-out forecast diagnostics for exDQLM forecasts",
      "topics": [
        "exdqlmForecastDiagnostics"
      ]
    },
    {
      "page": "exdqlmISVB",
      "title": "exDQLM - legacy ISVB algorithm",
      "topics": [
        "exdqlmISVB"
      ]
    },
    {
      "page": "exdqlmLDVB",
      "title": "exDQLM - LDVB algorithm (Laplace-Delta)",
      "topics": [
        "exdqlmLDVB"
      ]
    },
    {
      "page": "exdqlmMCMC",
      "title": "exDQLM - MCMC algorithm",
      "topics": [
        "exdqlmMCMC"
      ]
    },
    {
      "page": "exdqlmPlot",
      "title": "Plot exDQLM",
      "topics": [
        "exdqlmPlot"
      ]
    },
    {
      "page": "exdqlmTransferISVB",
      "title": "Transfer Function exDQLM - legacy ISVB algorithm",
      "topics": [
        "exdqlmTransferISVB"
      ]
    },
    {
      "page": "exdqlmTransferLDVB",
      "title": "Transfer Function exDQLM - LDVB algorithm",
      "topics": [
        "exdqlmTransferLDVB"
      ]
    },
    {
      "page": "exdqlmTransferMCMC",
      "title": "Transfer Function exDQLM - MCMC algorithm",
      "topics": [
        "exdqlmTransferMCMC"
      ]
    },
    {
      "page": "get_gamma_bounds",
      "title": "Bounds for the exAL shape parameter gamma",
      "topics": [
        "get_gamma_bounds"
      ]
    },
    {
      "page": "is.exalStaticDiagnostic",
      "title": "'exalStaticDiagnostic' objects",
      "topics": [
        "is.exalStaticDiagnostic"
      ]
    },
    {
      "page": "is.exalStaticLDVB",
      "title": "'exalStaticLDVB' objects",
      "topics": [
        "is.exalStaticLDVB"
      ]
    },
    {
      "page": "is.exalStaticMCMC",
      "title": "'exalStaticMCMC' objects",
      "topics": [
        "is.exalStaticMCMC"
      ]
    },
    {
      "page": "is.exdqlm",
      "title": "'exdqlm' objects",
      "topics": [
        "is.exdqlm"
      ]
    },
    {
      "page": "is.exdqlmDiagnostic",
      "title": "'exdqlmDiagnostic' objects",
      "topics": [
        "is.exdqlmDiagnostic"
      ]
    },
    {
      "page": "is.exdqlmForecast",
      "title": "'exdqlmForecast' objects",
      "topics": [
        "is.exdqlmForecast"
      ]
    },
    {
      "page": "is.exdqlmForecastDiagnostic",
      "title": "'exdqlmForecastDiagnostic' objects",
      "topics": [
        "is.exdqlmForecastDiagnostic"
      ]
    },
    {
      "page": "is.exdqlmISVB",
      "title": "'exdqlmISVB' objects",
      "topics": [
        "is.exdqlmISVB"
      ]
    },
    {
      "page": "is.exdqlmLDVB",
      "title": "'exdqlmLDVB' objects",
      "topics": [
        "is.exdqlmLDVB"
      ]
    },
    {
      "page": "is.exdqlmMCMC",
      "title": "'exdqlmMCMC' objects",
      "topics": [
        "is.exdqlmMCMC"
      ]
    },
    {
      "page": "is.exdqlmSynthesis",
      "title": "'exdqlmSynthesis' objects",
      "topics": [
        "is.exdqlmSynthesis"
      ]
    },
    {
      "page": "pexal",
      "title": "Cumulative Distribution Function (CDF) for the exAL Distribution",
      "topics": [
        "pexal"
      ]
    },
    {
      "page": "plot.exalStaticDiagnostic",
      "title": "Plot Method for 'exalStaticDiagnostic' Objects",
      "topics": [
        "plot.exalStaticDiagnostic"
      ]
    },
    {
      "page": "plot.exalStaticLDVB",
      "title": "Plot Method for 'exalStaticLDVB' Objects",
      "topics": [
        "plot.exalStaticLDVB"
      ]
    },
    {
      "page": "plot.exalStaticMCMC",
      "title": "Plot Method for 'exalStaticMCMC' Objects",
      "topics": [
        "plot.exalStaticMCMC"
      ]
    },
    {
      "page": "plot.exdqlmDiagnostic",
      "title": "Plot Method for 'exdqlmDiagnostic' Objects",
      "topics": [
        "plot.exdqlmDiagnostic"
      ]
    },
    {
      "page": "plot.exdqlmForecast",
      "title": "Plot Method for 'exdqlmForecast' Objects",
      "topics": [
        "plot.exdqlmForecast"
      ]
    },
    {
      "page": "plot.exdqlmISVB",
      "title": "Plot Method for 'exdqlmISVB' Objects",
      "topics": [
        "plot.exdqlmISVB"
      ]
    },
    {
      "page": "plot.exdqlmLDVB",
      "title": "Plot Method for 'exdqlmLDVB' Objects",
      "topics": [
        "plot.exdqlmLDVB"
      ]
    },
    {
      "page": "plot.exdqlmMCMC",
      "title": "Plot Method for 'exdqlmMCMC' Objects",
      "topics": [
        "plot.exdqlmMCMC"
      ]
    },
    {
      "page": "plot.exdqlmSynthesis",
      "title": "Plot Method for 'exdqlmSynthesis' Objects",
      "topics": [
        "plot.exdqlmSynthesis"
      ]
    },
    {
      "page": "polytrendMod",
      "title": "Create an n-th order polynomial exDQLM component",
      "topics": [
        "polytrendMod"
      ]
    },
    {
      "page": "print.exalStaticDiagnostic",
      "title": "Print Method for 'exalStaticDiagnostic' Objects",
      "topics": [
        "print.exalStaticDiagnostic"
      ]
    },
    {
      "page": "print.exalStaticLDVB",
      "title": "Print Method for 'exalStaticLDVB' Objects",
      "topics": [
        "print.exalStaticLDVB"
      ]
    },
    {
      "page": "print.exalStaticMCMC",
      "title": "Print Method for 'exalStaticMCMC' Objects",
      "topics": [
        "print.exalStaticMCMC"
      ]
    },
    {
      "page": "print.exdqlm",
      "title": "Print exDQLM model details",
      "topics": [
        "print.exdqlm"
      ]
    },
    {
      "page": "print.exdqlmDiagnostic",
      "title": "Print Method for 'exdqlmDiagnostic' Objects",
      "topics": [
        "print.exdqlmDiagnostic"
      ]
    },
    {
      "page": "print.exdqlmForecast",
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