{
  "_id": "6a3a88d444e65c5976a71aa7",
  "Package": "levelSets",
  "Version": "0.8.2",
  "Date": "2026-06-15",
  "Title": "Ray-Based Mapping and Visualization of Level Sets (Excursion\nSets)",
  "Authors@R": "c(person(\"Richard\", \"Raubertas\", role=c(\"aut\", \"cre\"), \nemail=\"rrprf@emvt.net\"))",
  "Author": "Richard Raubertas [aut, cre]",
  "Maintainer": "Richard Raubertas <rrprf@emvt.net>",
  "License": "GPL (>= 3)",
  "Description": "An (upper) level set of a function is the set of inputs\nfor which the function value is at or above a specified\nthreshold.  (Also called an excursion set).  Applications of\nlevel sets include confidence or credible regions for\nparameters of statistical models, where the function is the\nlikelihood or posterior density; regions where classification\nrules assign high probability to a given class; and scientific\nor engineering models where one is interested in input regions\nfor which model output is above a threshold.  This package maps\nout the boundary of a level set by finding its intersections\nwith collections of 1-dimensional rays, generalizing a proposal\nby Kim and Lindsay (Statistica Sinica 21:923-948, 2011).  Tools\nare provided to generate rays, find intersections, and\nvisualize results.  The package makes few assumptions about the\nstudied function: it may be discontinuous, it may have a\ncomplicated feasible region, and the target level set may be\nnon-convex or have multiple, disconnected parts.  Vignettes\ndescribe package usage and show examples with two to five input\nspace dimensions.",
  "LazyData": "yes",
  "VignetteBuilder": "knitr, rmarkdown",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-06-23 13:16:41 UTC",
    "User": "root"
  },
  "Repository": "https://rrprf.r-universe.dev",
  "Date/Publication": "2026-06-22 18:31:58 UTC",
  "RemoteUrl": "https://github.com/cran/levelSets",
  "RemoteRef": "HEAD",
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  "MD5sum": "7424f0251d3a9efeced7e011725aafd3",
  "_user": "rrprf",
  "_type": "src",
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  "_created": "2026-06-23T13:16:41.000Z",
  "_published": "2026-06-23T13:23:32.617Z",
  "_distro": "resolute",
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  "_buildurl": "https://github.com/r-universe/rrprf/actions/runs/28028814726",
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  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/cran/levelSets",
  "_commit": {
    "id": "f3e33bc9cec5f765c90691d315514f2804b8dc45",
    "author": "Richard Raubertas <rrprf@emvt.net>",
    "committer": "cran-robot <csardi.gabor+cran@gmail.com>",
    "message": "version 0.8.2\n",
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      "package": "withr",
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      "package": "ggplot2",
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  "_exports": [
    "absTol",
    "axisRays",
    "bdryFromRays",
    "bdrySearch",
    "boundingRect",
    "feasBnds",
    "fnObj",
    "fnSpec",
    "hasGrad",
    "inpDim",
    "inpLines",
    "inpLines.default",
    "inpNames",
    "inpRays",
    "inpRays.default",
    "inpRect",
    "inpScale",
    "inpTol",
    "lsetPkgOpt",
    "lsetSegs",
    "lsetSegsCheck",
    "lsetThresh",
    "pairs.lsetSegs",
    "plot.inpRays",
    "plot.inpRect",
    "plot.lsetSegs",
    "plot.respProfiles",
    "plotSegsList",
    "posnToCoord",
    "print.inpLines",
    "print.respProfiles",
    "ptCoord",
    "randomRays",
    "rayOrigin",
    "rayPosn1",
    "rayRect",
    "rayVec",
    "rectCorners",
    "rectRefPt",
    "rectSize",
    "respInfo",
    "respInfo.default",
    "respProfiles",
    "respProfiles.fnObj",
    "respTol",
    "segBoundingRect",
    "segInfo",
    "slicedBdryFromRays",
    "slicedBdrySearch",
    "sliceMat",
    "srchControl",
    "summary.lsetSegs",
    "summary.respProfiles",
    "update.fnObj",
    "update.inpRays",
    "update.inpRect"
  ],
  "_datasets": [
    {
      "name": "banana_2dEx",
      "title": "Negative of Rosenbrock's Banana Function in Two Dimensions",
      "object": "banana_2dEx",
      "class": [
        "list"
      ],
      "fields": [],
      "table": false,
      "tojson": false
    },
    {
      "name": "circuitFailure_3dEx",
      "title": "Example of a 3D Confidence Region as a Level Set",
      "object": "circuitFailure_3dEx",
      "class": [
        "list"
      ],
      "fields": [],
      "table": false,
      "tojson": false
    },
    {
      "name": "dbl_ellipse_2dEx",
      "title": "Example of a Multi-Part Level Set in a 2D Input Space",
      "object": "dbl_ellipse_2dEx",
      "class": [
        "list"
      ],
      "fields": [],
      "table": false,
      "tojson": false
    },
    {
      "name": "dbl_ellipse_X1bnd_2dEx",
      "title": "Example of a Multi-Part Level Set in a 2D Input Space",
      "object": "dbl_ellipse_X1bnd_2dEx",
      "class": [
        "list"
      ],
      "fields": [],
      "table": false,
      "tojson": false
    }
  ],
  "_help": [
    {
      "page": "absTol",
      "title": "Absolute (Difference Scale) Tolerance Values",
      "topics": [
        "absTol"
      ]
    },
    {
      "page": "axisRays",
      "title": "Rays Based on the Coordinate Axes of Input Space",
      "topics": [
        "axisRays"
      ]
    },
    {
      "page": "banana_2dEx",
      "title": "Negative of Rosenbrock's Banana Function in Two Dimensions",
      "topics": [
        "banana_2dEx"
      ]
    },
    {
      "page": "bdryFromRays",
      "title": "Intersections of Rays with the Boundary of a Level Set",
      "topics": [
        "bdryFromRays"
      ]
    },
    {
      "page": "bdrySearch",
      "title": "Ray-Based Exploration of the Boundary of a Level Set",
      "topics": [
        "bdrySearch"
      ]
    },
    {
      "page": "boundingRect",
      "title": "Hyper-Rectangle Bounding a Set of Points in Input Space",
      "topics": [
        "boundingRect"
      ]
    },
    {
      "page": "circuitFailure_3dEx",
      "title": "Example of a 3D Confidence Region as a Level Set",
      "topics": [
        "circuitFailure_3dEx"
      ]
    },
    {
      "page": "dbl_ellipse_2dEx",
      "title": "Example of a Multi-Part Level Set in a 2D Input Space",
      "topics": [
        "dbl_ellipse_2dEx",
        "dbl_ellipse_X1bnd_2dEx"
      ]
    },
    {
      "page": "feasBnds",
      "title": "Box Constraints on a Feasible Region",
      "topics": [
        "feasBnds"
      ]
    },
    {
      "page": "fnObj",
      "title": "Create an Object that Represents a Response Function",
      "topics": [
        "fnObj"
      ]
    },
    {
      "page": "fnObj.character",
      "title": "Create an Object that Represents a Response Function",
      "topics": [
        "fnObj.character"
      ]
    },
    {
      "page": "fnObj.fnSpec",
      "title": "Create an Object that Represents a Response Function",
      "topics": [
        "fnObj.fnSpec"
      ]
    },
    {
      "page": "fnSpec",
      "title": "Input Space and Related Specifications",
      "topics": [
        "fnSpec"
      ]
    },
    {
      "page": "hasGrad",
      "title": "Can a Response Function Calculate Gradient Vectors?",
      "topics": [
        "hasGrad"
      ]
    },
    {
      "page": "inpDim",
      "title": "Number of Dimensions for the Input Space",
      "topics": [
        "inpDim"
      ]
    },
    {
      "page": "inpLines",
      "title": "Lines in Input Space",
      "topics": [
        "inpLines"
      ]
    },
    {
      "page": "inpLines.default",
      "title": "Lines in Input Space",
      "topics": [
        "inpLines.default"
      ]
    },
    {
      "page": "inpNames",
      "title": "Names of the Dimensions of the Input Space",
      "topics": [
        "inpNames"
      ]
    },
    {
      "page": "inpRays",
      "title": "Rays in Input Space",
      "topics": [
        "inpRays"
      ]
    },
    {
      "page": "inpRays.default",
      "title": "Rays in Input Space",
      "topics": [
        "inpRays.default"
      ]
    },
    {
      "page": "inpRect",
      "title": "Hyper-Rectangle in Input Space",
      "topics": [
        "inpRect"
      ]
    },
    {
      "page": "inpScale",
      "title": "Scaling Information for Dimensions of Input Space",
      "topics": [
        "inpScale"
      ]
    },
    {
      "page": "inpTol",
      "title": "Numerical Tolerance Specifications for the Input Space",
      "topics": [
        "inpTol"
      ]
    },
    {
      "page": "lsetPkgOpt",
      "title": "Extract or Set Options for the 'levelSets' Package",
      "topics": [
        "lsetPkgOpt"
      ]
    },
    {
      "page": "lsetSegs",
      "title": "Line Segments in a Level Set of a Response Function",
      "topics": [
        "lsetSegs"
      ]
    },
    {
      "page": "lsetSegsCheck",
      "title": "Check the Validity of Level Set Line Segments",
      "topics": [
        "lsetSegsCheck"
      ]
    },
    {
      "page": "lsetThresh",
      "title": "Response Function Value that Defines a Level Set",
      "topics": [
        "lsetThresh"
      ]
    },
    {
      "page": "pairs.lsetSegs",
      "title": "'pairs' Method for Plotting 'lsetSegs' Objects",
      "topics": [
        "pairs.lsetSegs"
      ]
    },
    {
      "page": "plot.inpRays",
      "title": "Plot Method for 'inpRays' Objects",
      "topics": [
        "plot.inpRays"
      ]
    },
    {
      "page": "plot.inpRect",
      "title": "Plot Method for 'inpRect' Objects",
      "topics": [
        "plot.inpRect"
      ]
    },
    {
      "page": "plot.lsetSegs",
      "title": "Plot Method for 'lsetSegs' Objects",
      "topics": [
        "plot.lsetSegs"
      ]
    },
    {
      "page": "plot.respProfiles",
      "title": "Plot Profiles of a Response Function along Lines/Rays",
      "topics": [
        "plot.respProfiles"
      ]
    },
    {
      "page": "plotSegsList",
      "title": "Plot Sets of Level Set Segments in Separate Panels",
      "topics": [
        "plotSegsList"
      ]
    },
    {
      "page": "posnToCoord",
      "title": "Convert Positions on Lines or Rays to Point Coordinates",
      "topics": [
        "posnToCoord"
      ]
    },
    {
      "page": "print.inpLines",
      "title": "'print' Method for 'inpLines' and 'inpRays' Objects",
      "topics": [
        "print.inpLines"
      ]
    },
    {
      "page": "print.respProfiles",
      "title": "'print' Method for 'respProfiles' and 'lsetSegs' Objects",
      "topics": [
        "print.respProfiles"
      ]
    },
    {
      "page": "ptCoord",
      "title": "Extract a Matrix of Point Coordinates",
      "topics": [
        "ptCoord"
      ]
    },
    {
      "page": "randomRays",
      "title": "Generate Rays in Input Space",
      "topics": [
        "randomRays"
      ]
    },
    {
      "page": "rayOrigin",
      "title": "Coordinates of the Origin of a Set of Rays in Input Space",
      "topics": [
        "rayOrigin"
      ]
    },
    {
      "page": "rayPosn1",
      "title": "Coordinates of the Position 1 Points of a Set of Rays",
      "topics": [
        "rayPosn1"
      ]
    },
    {
      "page": "rayRect",
      "title": "Hyper-Rectangle Associated with a Set of Rays",
      "topics": [
        "rayRect"
      ]
    },
    {
      "page": "rayVec",
      "title": "Ray Direction Vectors from an 'inpRays' Object",
      "topics": [
        "rayVec"
      ]
    },
    {
      "page": "rectCorners",
      "title": "Coordinates of the Corner Points of a Hyper-Rectangle",
      "topics": [
        "rectCorners"
      ]
    },
    {
      "page": "rectRefPt",
      "title": "Coordinates of the Reference Point of a Hyper-Rectangle",
      "topics": [
        "rectRefPt"
      ]
    },
    {
      "page": "rectSize",
      "title": "Lengths of the Sides of a Hyper-Rectangle",
      "topics": [
        "rectSize"
      ]
    },
    {
      "page": "respInfo",
      "title": "Response Function Values at Input Points",
      "topics": [
        "respInfo"
      ]
    },
    {
      "page": "respInfo.default",
      "title": "Response Function Values at Input Points",
      "topics": [
        "respInfo.default"
      ]
    },
    {
      "page": "respProfiles",
      "title": "Profiles of a Response Function along Lines or Rays",
      "topics": [
        "respProfiles"
      ]
    },
    {
      "page": "respProfiles.fnObj",
      "title": "Profiles of a Response Function along Lines or Rays",
      "topics": [
        "respProfiles.fnObj"
      ]
    },
    {
      "page": "respTol",
      "title": "Numerical Tolerance Specification for Response Values",
      "topics": [
        "respTol"
      ]
    },
    {
      "page": "segBoundingRect",
      "title": "Hyper-Rectangle Bounding a Set of Level Set Segments",
      "topics": [
        "segBoundingRect"
      ]
    },
    {
      "page": "segInfo",
      "title": "Information About Level Set Line Segments",
      "topics": [
        "segInfo"
      ]
    },
    {
      "page": "slicedBdryFromRays",
      "title": "Ray-Based Exploration of the Boundary of a Level Set",
      "topics": [
        "slicedBdryFromRays"
      ]
    },
    {
      "page": "slicedBdrySearch",
      "title": "Ray-Based Exploration of the Boundary of a Level Set",
      "topics": [
        "slicedBdrySearch"
      ]
    },
    {
      "page": "sliceMat",
      "title": "Define Slices of Input Space",
      "topics": [
        "sliceMat"
      ]
    },
    {
      "page": "srchControl",
      "title": "Default Control Parameters for Boundary Search Functions",
      "topics": [
        "srchControl"
      ]
    },
    {
      "page": "summary.lsetSegs",
      "title": "'summary' Method for 'lsetSegs' Objects",
      "topics": [
        "summary.lsetSegs"
      ]
    },
    {
      "page": "summary.respProfiles",
      "title": "'summary' Method for 'respProfiles' Objects",
      "topics": [
        "summary.respProfiles"
      ]
    },
    {
      "page": "update.fnObj",
      "title": "Update Certain Specifications in an 'fnObj' Object",
      "topics": [
        "update.fnObj"
      ]
    },
    {
      "page": "update.inpRays",
      "title": "Rays in Input Space",
      "topics": [
        "update.inpRays"
      ]
    },
    {
      "page": "update.inpRect",
      "title": "Update Method for 'inpRect' Objects",
      "topics": [
        "update.inpRect"
      ]
    }
  ],
  "_rundeps": [
    "proxy",
    "withr"
  ],
  "_vignettes": [
    {
      "source": "levelSets.4.ex_classif.Rmd",
      "filename": "levelSets.4.ex_classif.html",
      "title": "levelSets Example: Classifiers",
      "author": "Richard Raubertas",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Introduction",
        "Problem setup",
        "Develop the random forest classifier",
        "Specify the response function and input space",
        "Search region and input scaling",
        "Define the level set of interest",
        "Profiling the response function along some rays",
        "Identifying the high-probability Adelie region of feature space",
        "Slicing the level set",
        "References"
      ],
      "created": "2026-06-22 18:31:58",
      "modified": "2026-06-22 18:31:58",
      "commits": 1
    },
    {
      "source": "levelSets.3.ex_confreg.Rmd",
      "filename": "levelSets.3.ex_confreg.html",
      "title": "levelSets Example: Confidence Regions",
      "author": "Richard Raubertas",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Introduction",
        "Example:  Circuit failure data",
        "Adaptive selection of rays",
        "Slicing input space",
        "References"
      ],
      "created": "2026-06-22 18:31:58",
      "modified": "2026-06-22 18:31:58",
      "commits": 1
    },
    {
      "source": "levelSets.2.problem_setup.Rmd",
      "filename": "levelSets.2.problem_setup.html",
      "title": "levelSets Problem Setup",
      "author": "Richard Raubertas",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Introduction",
        "An example",
        "Specifying the response function and its input space",
        "The fnObj function and class",
        "respfn and ... arguments",
        "feasfn, feasbnds and ... arguments",
        "hasgrad and derivmethod arguments",
        "inptol and resptol arguments",
        "fnSpec class and function",
        "Specifying the search region for a level set",
        "Specifying search rays",
        "Rays and hyper-rectangles",
        "Scaling of input space dimensions",
        "Profiling a response function along rays",
        "Level set boundary search",
        "bdryFromRays(): Fixed set of rays",
        "The search algorithm",
        "lsetSegs objects",
        "bdrySearch(): Adaptive selection of rays",
        "Slices of input space"
      ],
      "created": "2026-06-22 18:31:58",
      "modified": "2026-06-22 18:31:58",
      "commits": 1
    },
    {
      "source": "levelSets.1.intro.Rmd",
      "filename": "levelSets.1.intro.html",
      "title": "Introduction to the levelSets Package",
      "author": "Richard Raubertas",
      "engine": "knitr::rmarkdown",
      "headings": [
        "An example",
        "Main search functions",
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