{
  "_id": "6a1fd0d8b401979e73434f49",
  "Package": "exdqlm",
  "Title": "Extended Dynamic Quantile Linear Models",
  "Version": "0.4.0",
  "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",
  "RoxygenNote": "7.3.3",
  "Config/testthat/edition": "3",
  "Roxygen": "list(markdown = TRUE)",
  "SystemRequirements": "C++17; OpenMP (optional)",
  "URL": "https://github.com/AntonioAPDL/exdqlm",
  "BugReports": "https://github.com/AntonioAPDL/exdqlm/issues",
  "Config/pak/sysreqs": "libglpk-dev make libxml2-dev",
  "Repository": "https://antonioapdl.r-universe.dev",
  "Date/Publication": "2026-05-03 16:25:00 UTC",
  "RemoteUrl": "https://github.com/antonioapdl/exdqlm",
  "RemoteRef": "HEAD",
  "RemoteSha": "d8abe7b92690d63c31f0f5b7b998f5aa2db3b8cb",
  "NeedsCompilation": "yes",
  "Packaged": {
    "Date": "2026-06-03 06:44:41 UTC",
    "User": "root"
  },
  "MD5sum": "9ab89444201eb37cc9bb585a7eee0018",
  "_user": "antonioapdl",
  "_type": "src",
  "_file": "exdqlm_0.4.0.tar.gz",
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  "_created": "2026-06-03T06:44:41.000Z",
  "_published": "2026-06-03T06:59:36.662Z",
  "_distro": "noble",
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  "_topics": [
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    "extra/citation.json",
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    "manual.pdf"
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  "_homeurl": "https://github.com/antonioapdl/exdqlm",
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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",
    "exdqlmISVB",
    "exdqlmLDVB",
    "exdqlmMCMC",
    "exdqlmPlot",
    "exdqlmTransferISVB",
    "exdqlmTransferLDVB",
    "exdqlmTransferMCMC",
    "get_gamma_bounds",
    "is.exalStaticDiagnostic",
    "is.exalStaticLDVB",
    "is.exalStaticMCMC",
    "is.exdqlm",
    "is.exdqlmDiagnostic",
    "is.exdqlmForecast",
    "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": "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.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"
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