{
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  "Package": "spMC",
  "Type": "Package",
  "Title": "Continuous-Lag Spatial Markov Chains",
  "Version": "0.3.15",
  "Date": "2023-04-30",
  "Authors@R": "c(person(\"Luca\", \"Sartore\",\nrole = c(\"aut\", \"cre\"),\nemail = \"drwolf85@gmail.com\",\ncomment = c(ORCID = \"0000-0002-0446-1328\")))",
  "Maintainer": "Luca Sartore <drwolf85@gmail.com>",
  "Description": "A set of functions is provided for 1) the stratum lengths\nanalysis along a chosen direction, 2) fast estimation of\ncontinuous lag spatial Markov chains model parameters and\nprobability computing (also for large data sets), 3) transition\nprobability maps and transiograms drawing, 4) simulation\nmethods for categorical random fields. More details on the\nmethodology are discussed in Sartore (2013)\n<doi:10.32614/RJ-2013-022> and Sartore et al. (2016)\n<doi:10.1016/j.cageo.2016.06.001>.",
  "License": "GPL (>= 2)",
  "LazyLoad": "yes",
  "NeedsCompilation": "yes",
  "Packaged": {
    "Date": "2026-05-14 09:08:09 UTC",
    "User": "root"
  },
  "Author": "Luca Sartore [aut, cre]\n(<https://orcid.org/0000-0002-0446-1328>)",
  "Repository": "https://drwolf85.r-universe.dev",
  "Date/Publication": "2023-05-03 03:50:02 UTC",
  "RemoteUrl": "https://github.com/drwolf85/spmc",
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  "_published": "2026-05-22T08:35:09.602Z",
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      "package": "base",
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    {
      "package": "methods",
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    {
      "package": "datasets",
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      "package": "utils",
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    },
    {
      "package": "grDevices",
      "role": "Depends"
    },
    {
      "package": "graphics",
      "role": "Depends"
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    {
      "package": "stats",
      "role": "Depends"
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  "_searchresults": 55,
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    "extra/citation.html",
    "extra/citation.json",
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  "_realowner": "drwolf85",
  "_cranurl": true,
  "_releases": [
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      "date": "2012-03-19"
    },
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      "date": "2012-03-21"
    },
    {
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      "date": "2016-10-22"
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    {
      "version": "0.3.9",
      "date": "2018-02-12"
    },
    {
      "version": "0.3.10",
      "date": "2019-03-08"
    },
    {
      "version": "0.3.11",
      "date": "2021-06-20"
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      "date": "2022-06-11"
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  "_exports": [
    "boxplot.lengths",
    "contour.pemt",
    "density.lengths",
    "embed_MC",
    "getlen",
    "hist.lengths",
    "image.multi_tpfit",
    "image.pemt",
    "is.lengths",
    "is.multi_tpfit",
    "is.multi_transiogram",
    "is.pemt",
    "is.tpfit",
    "is.transiogram",
    "mixplot",
    "mlen",
    "multi_tpfit",
    "multi_tpfit_ils",
    "multi_tpfit_me",
    "multi_tpfit_ml",
    "pemt",
    "persp.multi_tpfit",
    "persp.pemt",
    "plot.density.lengths",
    "plot.hist.lengths",
    "plot.lengths",
    "plot.transiogram",
    "predict.multi_tpfit",
    "predict.tpfit",
    "print.density.lengths",
    "print.lengths",
    "print.multi_tpfit",
    "print.multi_transiogram",
    "print.summary.lengths",
    "print.tpfit",
    "print.transiogram",
    "quench",
    "setCores",
    "sim",
    "sim_ck",
    "sim_ik",
    "sim_mcs",
    "sim_path",
    "summary.lengths",
    "tpfit",
    "tpfit_ils",
    "tpfit_me",
    "tpfit_ml",
    "transiogram",
    "which_lines"
  ],
  "_datasets": [
    {
      "name": "ACM",
      "title": "ACM Data",
      "object": "ACM",
      "file": "ACM.rda",
      "class": [
        "data.frame"
      ],
      "fields": [
        "X",
        "Y",
        "Z",
        "MAT5",
        "MAT3",
        "PERM"
      ],
      "rows": 2321,
      "table": true,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "spMC-package",
      "title": "Continuous Lag Spatial Markov Chains",
      "topics": [
        "spMC-package",
        "spMC"
      ]
    },
    {
      "page": "ACM",
      "title": "ACM Data",
      "topics": [
        "ACM"
      ]
    },
    {
      "page": "boxplot.lengths",
      "title": "Stratum Lengths Boxplot",
      "topics": [
        "boxplot.lengths"
      ]
    },
    {
      "page": "contour.pemt",
      "title": "Display Contours with Multi-directional Transiograms",
      "topics": [
        "contour.pemt"
      ]
    },
    {
      "page": "density.lengths",
      "title": "Empirical Densities Estimation of Stratum Lengths",
      "topics": [
        "density.lengths"
      ]
    },
    {
      "page": "embed_MC",
      "title": "Transition Probabilities Estimation for Embedded Markov Chain",
      "topics": [
        "embed_MC"
      ]
    },
    {
      "page": "getlen",
      "title": "Estimation of Stratum Lengths for Embedded Markov Chain",
      "topics": [
        "getlen"
      ]
    },
    {
      "page": "hist.lengths",
      "title": "Histograms of Stratum Lengths for Each Observed Category",
      "topics": [
        "hist.lengths"
      ]
    },
    {
      "page": "image.multi_tpfit",
      "title": "Images with Multidimensional Transiograms",
      "topics": [
        "image.multi_tpfit"
      ]
    },
    {
      "page": "image.pemt",
      "title": "Images with Multi-directional Transiograms",
      "topics": [
        "image.pemt"
      ]
    },
    {
      "page": "is.lengths",
      "title": "Object test for lengths class",
      "topics": [
        "is.lengths"
      ]
    },
    {
      "page": "is.multi_tpfit",
      "title": "Object test for multi_tpfit class",
      "topics": [
        "is.multi_tpfit"
      ]
    },
    {
      "page": "is.multi_transiogram",
      "title": "Object test for multi_transiogram class",
      "topics": [
        "is.multi_transiogram"
      ]
    },
    {
      "page": "is.pemt",
      "title": "Images with Multi-direct`ional Transiograms",
      "topics": [
        "is.pemt"
      ]
    },
    {
      "page": "is.tpfit",
      "title": "Object test for tpfit class",
      "topics": [
        "is.tpfit"
      ]
    },
    {
      "page": "is.transiogram",
      "title": "Object test for transiogram class",
      "topics": [
        "is.transiogram"
      ]
    },
    {
      "page": "mixplot",
      "title": "Plot of Multiple One-dimensional Transiograms",
      "topics": [
        "mixplot"
      ]
    },
    {
      "page": "mlen",
      "title": "Mean Length Estimation for Embedded Markov Chain",
      "topics": [
        "mlen"
      ]
    },
    {
      "page": "multi_tpfit",
      "title": "Multidimensional Model Parameters Estimation",
      "topics": [
        "multi_tpfit"
      ]
    },
    {
      "page": "multi_tpfit_ils",
      "title": "Iterated Least Squares Method for Multidimensional Model Parameters Estimation",
      "topics": [
        "multi_tpfit_ils"
      ]
    },
    {
      "page": "multi_tpfit_me",
      "title": "Maximum Entropy Method for Multidimensional Model Parameters Estimation",
      "topics": [
        "multi_tpfit_me"
      ]
    },
    {
      "page": "multi_tpfit_ml",
      "title": "Mean Length Method for Multidimensional Model Parameters Estimation",
      "topics": [
        "multi_tpfit_ml"
      ]
    },
    {
      "page": "pemt",
      "title": "Multi-directional Transiograms Estimation",
      "topics": [
        "pemt"
      ]
    },
    {
      "page": "persp.multi_tpfit",
      "title": "Perspective Plots with Multidimensional Transiograms",
      "topics": [
        "persp.multi_tpfit"
      ]
    },
    {
      "page": "persp.pemt",
      "title": "Perspective Plots with Multi-directional Transiograms",
      "topics": [
        "persp.pemt"
      ]
    },
    {
      "page": "plot.density.lengths",
      "title": "Plot Empirical Densities Estimates of Stratum Lengths",
      "topics": [
        "plot.density.lengths"
      ]
    },
    {
      "page": "plot.hist.lengths",
      "title": "Plot Histograms of Stratum Lengths",
      "topics": [
        "plot.hist.lengths"
      ]
    },
    {
      "page": "plot.lengths",
      "title": "Plot Stratum Lengths",
      "topics": [
        "plot.lengths"
      ]
    },
    {
      "page": "plot.transiogram",
      "title": "Plot One-dimensional Transiograms",
      "topics": [
        "plot.transiogram"
      ]
    },
    {
      "page": "predict.multi_tpfit",
      "title": "Compute Theoretical Multidimensional Transiograms",
      "topics": [
        "predict.multi_tpfit"
      ]
    },
    {
      "page": "predict.tpfit",
      "title": "Compute Theoretical One-dimensional Transiograms",
      "topics": [
        "predict.tpfit"
      ]
    },
    {
      "page": "print.density.lengths",
      "title": "Printing Empirical Densities Estimates of Stratum Lengths",
      "topics": [
        "print.density.lengths"
      ]
    },
    {
      "page": "print.lengths",
      "title": "Printing Stratum Lengths for Each Observed Category",
      "topics": [
        "print.lengths"
      ]
    },
    {
      "page": "print.multi_tpfit",
      "title": "Printing Model Parameters for Multidimensional Continuous Lag Spatial MC",
      "topics": [
        "print.multi_tpfit"
      ]
    },
    {
      "page": "print.multi_transiogram",
      "title": "Printing Theoretical Multidimensional Transiograms",
      "topics": [
        "print.multi_transiogram"
      ]
    },
    {
      "page": "print.summary.lengths",
      "title": "Printing Stratum Lengths Summary for Each Observed Category",
      "topics": [
        "print.summary.lengths"
      ]
    },
    {
      "page": "print.tpfit",
      "title": "Printing Model Parameters for One-dimensional Continuous Lag Spatial MC",
      "topics": [
        "print.tpfit"
      ]
    },
    {
      "page": "print.transiogram",
      "title": "Printing Theoretical or Empirical One-dimensional Transiograms",
      "topics": [
        "print.transiogram"
      ]
    },
    {
      "page": "quench",
      "title": "Conditional Simulation Adjuster Via Quenching Algorithm",
      "topics": [
        "quench"
      ]
    },
    {
      "page": "setCores",
      "title": "Set the number of CPU cores for HPC",
      "topics": [
        "setCores"
      ]
    },
    {
      "page": "sim",
      "title": "Random Field Simulation",
      "topics": [
        "sim"
      ]
    },
    {
      "page": "sim_ck",
      "title": "Conditional Simulation Based on Indicator Cokriging",
      "topics": [
        "sim_ck"
      ]
    },
    {
      "page": "sim_ik",
      "title": "Conditional Simulation Based on Indicator Kriging",
      "topics": [
        "sim_ik"
      ]
    },
    {
      "page": "sim_mcs",
      "title": "Multinomial Categorical Simulation",
      "topics": [
        "sim_mcs"
      ]
    },
    {
      "page": "sim_path",
      "title": "Conditional Simulation Based on Path Algorithms",
      "topics": [
        "sim_path"
      ]
    },
    {
      "page": "summary.lengths",
      "title": "Summarizing Stratum Lengths",
      "topics": [
        "summary.lengths"
      ]
    },
    {
      "page": "tpfit",
      "title": "One-dimensional Model Parameters Estimation",
      "topics": [
        "tpfit"
      ]
    },
    {
      "page": "tpfit_ils",
      "title": "Iterated Least Squares Method for One-dimensional Model Parameters Estimation",
      "topics": [
        "tpfit_ils"
      ]
    },
    {
      "page": "tpfit_me",
      "title": "Maximum Entropy Method for One-dimensional Model Parameters Estimation",
      "topics": [
        "tpfit_me"
      ]
    },
    {
      "page": "tpfit_ml",
      "title": "Mean Length Method for One-dimensional Model Parameters Estimation",
      "topics": [
        "tpfit_ml"
      ]
    },
    {
      "page": "transiogram",
      "title": "Empirical Transition Probabilities Estimation for 1-D MC",
      "topics": [
        "transiogram"
      ]
    },
    {
      "page": "which_lines",
      "title": "Points Classification through Directional Lines",
      "topics": [
        "which_lines"
      ]
    }
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