{
  "_id": "6a212ce7cd65a98ecbd23bda",
  "Package": "markets",
  "Title": "Estimation Methods for Markets in Equilibrium and Disequilibrium",
  "Version": "1.1.7",
  "Date": "2026-02-04",
  "Authors@R": "person(given = \"Pantelis\",\nfamily = \"Karapanagiotis\",\nrole = c(\"aut\", \"cre\"),\nemail = \"pikappa.devel@gmail.com\",\ncomment = c(ORCID = \"0000-0001-9871-1908\"))",
  "Description": "Provides estimation methods for markets in equilibrium and\ndisequilibrium. Supports the estimation of an equilibrium and\nfour disequilibrium models with both correlated and independent\nshocks. Also provides post-estimation analysis tools, such as\naggregation, marginal effect, and shortage calculations. See\nKarapanagiotis (2024) <doi:10.18637/jss.v108.i02> for an\noverview of the functionality and examples. The estimation\nmethods are based on full information maximum likelihood\ntechniques given in Maddala and Nelson (1974)\n<doi:10.2307/1914215>. They are implemented using the analytic\nderivative expressions calculated in Karapanagiotis (2020)\n<doi:10.2139/ssrn.3525622>. Standard errors can be estimated by\nadjusting for heteroscedasticity or clustering. The equilibrium\nestimation constitutes a case of a system of linear,\nsimultaneous equations. Instead, the disequilibrium models\nreplace the market-clearing condition with a non-linear,\nshort-side rule and allow for different specifications of price\ndynamics.",
  "Language": "en-US",
  "URL": "https://github.com/pi-kappa-devel/markets/,\nhttps://markets.pikappa.eu/",
  "BugReports": "https://github.com/pi-kappa-devel/markets/issues",
  "License": "MIT + file LICENSE",
  "Encoding": "UTF-8",
  "LazyData": "true",
  "RoxygenNote": "7.3.3",
  "VignetteBuilder": "knitr",
  "Collate": "'data.R' 'equation_base.R' 'system_base.R' 'model_logger.R'\n'market_model.R' 'disequilibrium_model.R' 'diseq_basic.R'\n'diseq_deterministic_adjustment.R' 'diseq_directional.R'\n'diseq_stochastic_adjustment.R' 'equation_basic.R'\n'equation_deterministic_adjustment.R' 'equation_directional.R'\n'equation_stochastic_adjustment.R' 'equilibrium_model.R'\n'system_basic.R' 'gradient_basic.R'\n'system_deterministic_adjustment.R'\n'gradient_deterministic_adjustment.R' 'system_directional.R'\n'gradient_directional.R' 'system_equilibrium.R'\n'gradient_equilibrium.R' 'system_stochastic_adjustment.R'\n'gradient_stochastic_adjustment.R' 'hessian_basic.R'\n'hessian_directional.R' 'likelihood_basic.R'\n'likelihood_deterministic_adjustment.R'\n'likelihood_directional.R' 'likelihood_equilibrium.R'\n'likelihood_stochastic_adjustment.R' 'market_fit.R' 'markets.R'\n'model_simulation.R'",
  "NeedsCompilation": "yes",
  "Packaged": {
    "Date": "2026-06-04 07:40:20 UTC",
    "User": "root"
  },
  "Author": "Pantelis Karapanagiotis [aut, cre] (ORCID:\n<https://orcid.org/0000-0001-9871-1908>)",
  "Maintainer": "Pantelis Karapanagiotis <pikappa.devel@gmail.com>",
  "Repository": "https://cran.r-universe.dev",
  "Date/Publication": "2026-02-04 19:20:03 UTC",
  "RemoteUrl": "https://github.com/cran/markets",
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  "_created": "2026-06-04T07:40:20.000Z",
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      "version": "1.0.6",
      "date": "2022-07-06"
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  "_exports": [
    "aggregate_demand",
    "aggregate_supply",
    "coef",
    "coefficients",
    "demand_descriptives",
    "demanded_quantities",
    "describe",
    "diseq_basic",
    "diseq_deterministic_adjustment",
    "diseq_directional",
    "diseq_stochastic_adjustment",
    "equilibrium_model",
    "estimate",
    "fair_houses",
    "formula",
    "gradient",
    "hessian",
    "log_likelihood",
    "logLik",
    "market_type",
    "name",
    "ncoef",
    "nobs",
    "normalized_shortages",
    "plot",
    "relative_shortages",
    "scores",
    "shortage_indicators",
    "shortage_marginal",
    "shortage_probabilities",
    "shortage_probability_marginal",
    "shortage_standard_deviation",
    "shortages",
    "show",
    "simulate_data",
    "simulate_model",
    "summary",
    "supplied_quantities",
    "supply_descriptives",
    "vcov"
  ],
  "_datasets": [
    {
      "name": "houses",
      "title": "Credit market data for US housing starts",
      "object": "houses",
      "class": [
        "data.frame"
      ],
      "fields": [
        "DATE",
        "HS",
        "RM",
        "DSLA",
        "DMSB",
        "DHLB",
        "W"
      ],
      "rows": 144,
      "table": true,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "coef",
      "title": "Market fit coefficients",
      "topics": [
        "coef",
        "coef,market_fit-method",
        "coefficients,market_fit-method"
      ]
    },
    {
      "page": "estimate",
      "title": "Model estimation",
      "topics": [
        "estimate",
        "estimate,equilibrium_model-method",
        "estimate,market_model-method"
      ]
    },
    {
      "page": "formula-market_model-method",
      "title": "Market model formula",
      "topics": [
        "formula,market_model-method",
        "market_model_formula"
      ]
    },
    {
      "page": "houses",
      "title": "Credit market data for US housing starts",
      "topics": [
        "fair_houses",
        "houses"
      ]
    },
    {
      "page": "logLik",
      "title": "Log likelihood of a fitted market model",
      "topics": [
        "logLik,market_fit-method",
        "logLik.market_fit"
      ]
    },
    {
      "page": "marginal_effects",
      "title": "Marginal effects",
      "topics": [
        "marginal_effects",
        "shortage_marginal",
        "shortage_marginal,market_fit,ANY,missing,missing-method",
        "shortage_marginal,missing,ANY,market_model,ANY-method",
        "shortage_probability_marginal",
        "shortage_probability_marginal,market_fit,ANY,ANY,missing,missing-method",
        "shortage_probability_marginal,missing,ANY,ANY,market_model,ANY-method"
      ]
    },
    {
      "page": "market_aggregation",
      "title": "Market side aggregation",
      "topics": [
        "aggregate_demand",
        "aggregate_demand,market_fit,missing,missing-method",
        "aggregate_demand,missing,market_model,ANY-method",
        "aggregate_supply",
        "aggregate_supply,market_fit,missing,missing-method",
        "aggregate_supply,missing,market_model,ANY-method",
        "market_aggregation"
      ]
    },
    {
      "page": "market_descriptives",
      "title": "Market force data descriptive statistics",
      "topics": [
        "demand_descriptives",
        "demand_descriptives,market_model-method",
        "market_descriptives",
        "supply_descriptives",
        "supply_descriptives,market_model-method"
      ]
    },
    {
      "page": "market_fit-class",
      "title": "Market model fit",
      "topics": [
        "market_fit-class"
      ]
    },
    {
      "page": "market_models",
      "title": "Market model classes",
      "topics": [
        "disequilibrium_model-class",
        "diseq_basic-class",
        "diseq_deterministic_adjustment-class",
        "diseq_directional-class",
        "diseq_stochastic_adjustment-class",
        "equilibrium_model-class",
        "market_models"
      ]
    },
    {
      "page": "market_quantities",
      "title": "Estimated market quantities",
      "topics": [
        "demanded_quantities",
        "demanded_quantities,market_fit,missing,missing-method",
        "demanded_quantities,missing,market_model,ANY-method",
        "market_quantities",
        "supplied_quantities",
        "supplied_quantities,market_fit,missing,missing-method",
        "supplied_quantities,missing,market_model,ANY-method"
      ]
    },
    {
      "page": "market_simulation",
      "title": "Market model simulation",
      "topics": [
        "market_simulation",
        "simulate_data",
        "simulate_data,ANY-method",
        "simulate_model",
        "simulate_model,ANY-method"
      ]
    },
    {
      "page": "markets",
      "title": "Estimation of models for markets in equilibrium and disequilibrium",
      "topics": [
        "markets-package",
        "markets"
      ]
    },
    {
      "page": "model_description",
      "title": "Short model and market descriptions",
      "topics": [
        "describe",
        "describe,market_fit-method",
        "describe,market_model-method",
        "market_type",
        "market_type,market_fit-method",
        "market_type,market_model-method",
        "model_description",
        "name",
        "name,market_fit-method",
        "name,market_model-method"
      ]
    },
    {
      "page": "model_initialization",
      "title": "Model initialization",
      "topics": [
        "initialize,diseq_basic-method",
        "initialize,diseq_deterministic_adjustment-method",
        "initialize,diseq_directional-method",
        "initialize,diseq_stochastic_adjustment-method",
        "initialize,equilibrium_model-method",
        "model_initialization"
      ]
    },
    {
      "page": "model_likelihoods",
      "title": "Model likelihoods and derivatives",
      "topics": [
        "gradient",
        "gradient,diseq_basic-method",
        "gradient,diseq_deterministic_adjustment-method",
        "gradient,diseq_directional-method",
        "gradient,diseq_stochastic_adjustment-method",
        "gradient,equilibrium_model-method",
        "hessian",
        "hessian,diseq_basic-method",
        "hessian,diseq_directional-method",
        "log_likelihood",
        "log_likelihood,diseq_basic-method",
        "log_likelihood,diseq_deterministic_adjustment-method",
        "log_likelihood,diseq_directional-method",
        "log_likelihood,diseq_stochastic_adjustment-method",
        "log_likelihood,equilibrium_model-method",
        "model_likelihoods",
        "scores",
        "scores,diseq_basic,ANY,ANY-method",
        "scores,diseq_deterministic_adjustment,ANY,ANY-method",
        "scores,diseq_directional,ANY,ANY-method",
        "scores,diseq_stochastic_adjustment,ANY,ANY-method",
        "scores,equilibrium_model,ANY,ANY-method",
        "scores,missing,missing,market_fit-method"
      ]
    },
    {
      "page": "ncoef",
      "title": "Number of coefficients",
      "topics": [
        "ncoef",
        "ncoef,market_fit-method",
        "ncoef,market_model-method"
      ]
    },
    {
      "page": "nobs",
      "title": "Number of observations",
      "topics": [
        "nobs,market_fit-method",
        "nobs,market_model-method"
      ]
    },
    {
      "page": "plot",
      "title": "Plots the fitted model",
      "topics": [
        "plot,market_fit-method"
      ]
    },
    {
      "page": "shortage_analysis",
      "title": "Analysis of shortages",
      "topics": [
        "normalized_shortages",
        "normalized_shortages,market_fit,missing,missing-method",
        "normalized_shortages,missing,market_model,ANY-method",
        "relative_shortages",
        "relative_shortages,market_fit,missing,missing-method",
        "relative_shortages,missing,market_model,ANY-method",
        "shortages",
        "shortages,market_fit,missing,missing-method",
        "shortages,missing,market_model,ANY-method",
        "shortage_analysis",
        "shortage_indicators",
        "shortage_indicators,market_fit,missing,missing-method",
        "shortage_indicators,missing,market_model,ANY-method",
        "shortage_probabilities",
        "shortage_probabilities,market_fit,missing,missing-method",
        "shortage_probabilities,missing,market_model,ANY-method",
        "shortage_standard_deviation",
        "shortage_standard_deviation,market_fit,missing,missing-method",
        "shortage_standard_deviation,missing,diseq_stochastic_adjustment,ANY-method",
        "shortage_standard_deviation,missing,market_model,ANY-method"
      ]
    },
    {
      "page": "show",
      "title": "Prints a short description of the model",
      "topics": [
        "show,market_fit-method",
        "show,market_model-method"
      ]
    },
    {
      "page": "single_call_estimation",
      "title": "Single call estimation",
      "topics": [
        "diseq_basic",
        "diseq_basic,formula-method",
        "diseq_deterministic_adjustment",
        "diseq_deterministic_adjustment,formula-method",
        "diseq_directional",
        "diseq_directional,formula-method",
        "diseq_stochastic_adjustment",
        "diseq_stochastic_adjustment,formula-method",
        "equilibrium_model",
        "equilibrium_model,formula-method",
        "single_call_estimation"
      ]
    },
    {
      "page": "summary",
      "title": "Model and fit summaries",
      "topics": [
        "summary",
        "summary,market_fit-method",
        "summary,market_model-method"
      ]
    },
    {
      "page": "vcov",
      "title": "Variance-covariance matrix for a fitted market model",
      "topics": [
        "vcov,market_fit-method"
      ]
    }
  ],
  "_pkglogo": "https://github.com/cran/markets/raw/HEAD/man/figures/logo.png",
  "_readme": "https://github.com/cran/markets/raw/HEAD/README.md",
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      "filename": "market_clearing_assessment.html",
      "title": "An example of market-clearing assessment",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Setup the environment",
        "Estimate the models",
        "Post estimation analysis",
        "Summaries",
        "Model selection"
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        "Initialize the model",
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      "filename": "basic_usage.html",
      "title": "Some examples of use-cases using the market models of the package",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Setup the environment",
        "Estimate the models",
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