{
  "_id": "6a0f7712acfb0bcc41c61f59",
  "Package": "scoringfunctions",
  "Version": "1.1",
  "Date": "2025-03-03",
  "Title": "A Collection of Loss Functions for Assessing Point Forecasts",
  "Authors@R": "c(\nperson(given = \"Hristos\",\nfamily = \"Tyralis\",\nrole = c(\"aut\", \"cre\"),\nemail = \"montchrister@gmail.com\",\ncomment = c(ORCID = \"0000-0002-8932-4997\")),\nperson(given = \"Georgia\",\nfamily = \"Papacharalampous\",\nrole = c(\"aut\"),\nemail = \"papacharalampous.georgia@gmail.com\",\ncomment = c(ORCID = \"0000-0001-5446-954X\"))\n)",
  "Description": "Implements multiple consistent scoring functions (Gneiting\nT (2011) <doi:10.1198/jasa.2011.r10138>) for assessing point\nforecasts and point predictions. Detailed documentation of\nscoring functions' properties is included for facilitating\ninterpretation of results.",
  "License": "GPL-3",
  "Author": "Hristos Tyralis [aut, cre]\n(<https://orcid.org/0000-0002-8932-4997>), Georgia\nPapacharalampous [aut]\n(<https://orcid.org/0000-0001-5446-954X>)",
  "Maintainer": "Hristos Tyralis <montchrister@gmail.com>",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-05-21 06:15:48 UTC",
    "User": "root"
  },
  "Repository": "https://hristostyr.r-universe.dev",
  "Date/Publication": "2025-03-03 17:00:02 UTC",
  "RemoteUrl": "https://github.com/cran/scoringfunctions",
  "RemoteRef": "HEAD",
  "RemoteSha": "c64ca440bcb9c3cb6c798f3bb2d97b8b74d7d4b2",
  "MD5sum": "2910f8ba5d682be6b0e6c1298219be9e",
  "_user": "hristostyr",
  "_type": "src",
  "_file": "scoringfunctions_1.1.tar.gz",
  "_fileid": "84291e39cb8f951718255661b94c4771be25986280779a42a14ff4d7ac0f03c1",
  "_filesize": 453773,
  "_sha256": "84291e39cb8f951718255661b94c4771be25986280779a42a14ff4d7ac0f03c1",
  "_created": "2026-05-21T06:15:48.000Z",
  "_published": "2026-05-21T21:20:18.005Z",
  "_distro": "noble",
  "_jobs": [
    {
      "job": 77271024171,
      "time": 120,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7128568845"
    },
    {
      "job": 77271024482,
      "time": 104,
      "config": "linux-release-x86_64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7128564774"
    },
    {
      "job": 77271024454,
      "time": 165,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "7128572383"
    },
    {
      "job": 77271024661,
      "time": 132,
      "config": "macos-release-arm64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7128562891"
    },
    {
      "job": 77271023621,
      "time": 146,
      "config": "source",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7128539764"
    },
    {
      "job": 77271023865,
      "time": 85,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7147470051"
    },
    {
      "job": 77271024402,
      "time": 67,
      "config": "windows-devel",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7128555405"
    },
    {
      "job": 77271024488,
      "time": 59,
      "config": "windows-oldrel",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "7128553805"
    },
    {
      "job": 77271024338,
      "time": 72,
      "config": "windows-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7128556931"
    }
  ],
  "_buildurl": "https://github.com/r-universe/hristostyr/actions/runs/26208904496",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/cran/scoringfunctions",
  "_commit": {
    "id": "c64ca440bcb9c3cb6c798f3bb2d97b8b74d7d4b2",
    "author": "Hristos Tyralis <montchrister@gmail.com>",
    "committer": "cran-robot <csardi.gabor+cran@gmail.com>",
    "message": "version 1.1\n",
    "time": 1741021202
  },
  "_maintainer": {
    "name": "Hristos Tyralis",
    "email": "montchrister@gmail.com",
    "login": "hristostyr",
    "orcid": "0000-0002-8932-4997",
    "twitter": "@Hristostyr",
    "description": "",
    "uuid": 7364701
  },
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 4.0.0",
      "role": "Depends"
    }
  ],
  "_owner": "cran",
  "_selfowned": true,
  "_usedby": 0,
  "_updates": [],
  "_tags": [],
  "_stars": 1,
  "_contributors": [
    {
      "user": "hristostyr",
      "count": 5,
      "uuid": 7364701
    }
  ],
  "_userbio": {
    "uuid": 7364701,
    "type": "user",
    "name": "HristosTyr"
  },
  "_downloads": {
    "count": 239,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/scoringfunctions"
  },
  "_searchresults": 0,
  "_rbuild": "4.6.0",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/scoringfunctions.html",
    "manual.pdf"
  ],
  "_realowner": "hristostyr",
  "_cranurl": false,
  "_releases": [
    {
      "version": "0.0.5",
      "date": "2022-11-03"
    },
    {
      "version": "0.0.6",
      "date": "2023-06-12"
    },
    {
      "version": "0.0.7",
      "date": "2024-11-14"
    },
    {
      "version": "1.0",
      "date": "2024-12-01"
    },
    {
      "version": "1.1",
      "date": "2025-03-03"
    }
  ],
  "_exports": [
    "aerr_sf",
    "aperr_sf",
    "bmedian_sf",
    "bregman1_sf",
    "bregman2_sf",
    "bregman3_sf",
    "bregman4_sf",
    "capping_function",
    "errorspread_sf",
    "expectile_if",
    "expectile_rs",
    "expectile_sf",
    "ghuber_sf",
    "gpl1_sf",
    "gpl2_sf",
    "huber_rs",
    "huber_sf",
    "hubermean_if",
    "huberquantile_if",
    "interval_sf",
    "linex_sf",
    "lqmean_sf",
    "lqquantile_sf",
    "mae",
    "maelog_sf",
    "maesd_sf",
    "mape",
    "mean_if",
    "meanlog_if",
    "mre",
    "mse",
    "mspe",
    "msre",
    "mv_if",
    "mv_sf",
    "nmoment_if",
    "nmoment_sf",
    "nse",
    "obsweighted_sf",
    "quantile_if",
    "quantile_level",
    "quantile_rs",
    "quantile_sf",
    "relerr_sf",
    "serr_sf",
    "serrexp_sf",
    "serrlog_sf",
    "serrpower_sf",
    "serrsq_sf",
    "sperr_sf",
    "srelerr_sf"
  ],
  "_help": [
    {
      "page": "scoringfunctions-package",
      "title": "Overview of the functions in the scoringfunctions package",
      "topics": [
        "scoringfunctions-package"
      ]
    },
    {
      "page": "aerr_sf",
      "title": "Absolute error scoring function",
      "topics": [
        "aerr_sf"
      ]
    },
    {
      "page": "aperr_sf",
      "title": "Absolute percentage error scoring function",
      "topics": [
        "aperr_sf"
      ]
    },
    {
      "page": "bmedian_sf",
      "title": "beta-median scoring function",
      "topics": [
        "bmedian_sf"
      ]
    },
    {
      "page": "bregman1_sf",
      "title": "Bregman scoring function (type 1)",
      "topics": [
        "bregman1_sf"
      ]
    },
    {
      "page": "bregman2_sf",
      "title": "Bregman scoring function (type 2, Patton scoring function)",
      "topics": [
        "bregman2_sf"
      ]
    },
    {
      "page": "bregman3_sf",
      "title": "Bregman scoring function (type 3, QLIKE scoring function)",
      "topics": [
        "bregman3_sf"
      ]
    },
    {
      "page": "bregman4_sf",
      "title": "Bregman scoring function (type 4, Patton scoring function)",
      "topics": [
        "bregman4_sf"
      ]
    },
    {
      "page": "capping_function",
      "title": "Capping function",
      "topics": [
        "capping_function"
      ]
    },
    {
      "page": "errorspread_sf",
      "title": "Error - spread scoring function",
      "topics": [
        "errorspread_sf"
      ]
    },
    {
      "page": "expectile_if",
      "title": "Expectile identification function",
      "topics": [
        "expectile_if"
      ]
    },
    {
      "page": "expectile_rs",
      "title": "Realised expectile score",
      "topics": [
        "expectile_rs"
      ]
    },
    {
      "page": "expectile_sf",
      "title": "Asymmetric piecewise quadratic scoring function (expectile scoring function, expectile loss function)",
      "topics": [
        "expectile_sf"
      ]
    },
    {
      "page": "ghuber_sf",
      "title": "Generalized Huber scoring function",
      "topics": [
        "ghuber_sf"
      ]
    },
    {
      "page": "gpl1_sf",
      "title": "Generalized piecewise linear power scoring function (type 1)",
      "topics": [
        "gpl1_sf"
      ]
    },
    {
      "page": "gpl2_sf",
      "title": "Generalized piecewise linear power scoring function (type 2)",
      "topics": [
        "gpl2_sf"
      ]
    },
    {
      "page": "huber_rs",
      "title": "Mean Huber score",
      "topics": [
        "huber_rs"
      ]
    },
    {
      "page": "huber_sf",
      "title": "Huber scoring function",
      "topics": [
        "huber_sf"
      ]
    },
    {
      "page": "hubermean_if",
      "title": "Huber mean identification function",
      "topics": [
        "hubermean_if"
      ]
    },
    {
      "page": "huberquantile_if",
      "title": "Huber quantile identification function",
      "topics": [
        "huberquantile_if"
      ]
    },
    {
      "page": "interval_sf",
      "title": "Interval scoring function (Winkler scoring function)",
      "topics": [
        "interval_sf"
      ]
    },
    {
      "page": "linex_sf",
      "title": "LINEX scoring function",
      "topics": [
        "linex_sf"
      ]
    },
    {
      "page": "lqmean_sf",
      "title": "L_q-mean scoring function",
      "topics": [
        "lqmean_sf"
      ]
    },
    {
      "page": "lqquantile_sf",
      "title": "L_q-quantile scoring function",
      "topics": [
        "lqquantile_sf"
      ]
    },
    {
      "page": "mae",
      "title": "Mean absolute error (MAE)",
      "topics": [
        "mae"
      ]
    },
    {
      "page": "maelog_sf",
      "title": "MAE-LOG scoring function",
      "topics": [
        "maelog_sf"
      ]
    },
    {
      "page": "maesd_sf",
      "title": "MAE-SD scoring function",
      "topics": [
        "maesd_sf"
      ]
    },
    {
      "page": "mape",
      "title": "Mean absolute percentage error (MAPE)",
      "topics": [
        "mape"
      ]
    },
    {
      "page": "mean_if",
      "title": "Mean identification function",
      "topics": [
        "mean_if"
      ]
    },
    {
      "page": "meanlog_if",
      "title": "Log-transformed identification function",
      "topics": [
        "meanlog_if"
      ]
    },
    {
      "page": "mre",
      "title": "Mean relative error (MRE)",
      "topics": [
        "mre"
      ]
    },
    {
      "page": "mse",
      "title": "Mean squared error (MSE)",
      "topics": [
        "mse"
      ]
    },
    {
      "page": "mspe",
      "title": "Mean squared percentage error (MSPE)",
      "topics": [
        "mspe"
      ]
    },
    {
      "page": "msre",
      "title": "Mean squared relative error (MSRE)",
      "topics": [
        "msre"
      ]
    },
    {
      "page": "mv_if",
      "title": "Mean - variance identification function",
      "topics": [
        "mv_if"
      ]
    },
    {
      "page": "mv_sf",
      "title": "Mean - variance scoring function",
      "topics": [
        "mv_sf"
      ]
    },
    {
      "page": "nmoment_if",
      "title": "n-th moment identification function",
      "topics": [
        "nmoment_if"
      ]
    },
    {
      "page": "nmoment_sf",
      "title": "n-th moment scoring function",
      "topics": [
        "nmoment_sf"
      ]
    },
    {
      "page": "nse",
      "title": "Nash-Sutcliffe efficiency (NSE)",
      "topics": [
        "nse"
      ]
    },
    {
      "page": "obsweighted_sf",
      "title": "Observation-weighted scoring function",
      "topics": [
        "obsweighted_sf"
      ]
    },
    {
      "page": "quantile_if",
      "title": "Quantile identification function",
      "topics": [
        "quantile_if"
      ]
    },
    {
      "page": "quantile_level",
      "title": "Sample quantile level function",
      "topics": [
        "quantile_level"
      ]
    },
    {
      "page": "quantile_rs",
      "title": "Realised quantile score",
      "topics": [
        "quantile_rs"
      ]
    },
    {
      "page": "quantile_sf",
      "title": "Asymmetric piecewise linear scoring function (quantile scoring function, quantile loss function)",
      "topics": [
        "quantile_sf"
      ]
    },
    {
      "page": "relerr_sf",
      "title": "Relative error scoring function (MAE-PROP scoring function)",
      "topics": [
        "relerr_sf"
      ]
    },
    {
      "page": "serr_sf",
      "title": "Squared error scoring function",
      "topics": [
        "serr_sf"
      ]
    },
    {
      "page": "serrexp_sf",
      "title": "Squared error exp scoring function",
      "topics": [
        "serrexp_sf"
      ]
    },
    {
      "page": "serrlog_sf",
      "title": "Squared error log scoring function",
      "topics": [
        "serrlog_sf"
      ]
    },
    {
      "page": "serrpower_sf",
      "title": "Squared error of power transformations scoring function",
      "topics": [
        "serrpower_sf"
      ]
    },
    {
      "page": "serrsq_sf",
      "title": "Squared error of squares scoring function",
      "topics": [
        "serrsq_sf"
      ]
    },
    {
      "page": "sperr_sf",
      "title": "Squared percentage error scoring function",
      "topics": [
        "sperr_sf"
      ]
    },
    {
      "page": "srelerr_sf",
      "title": "Squared relative error scoring function",
      "topics": [
        "srelerr_sf"
      ]
    }
  ],
  "_rundeps": [],
  "_score": 1,
  "_indexed": true,
  "_nocasepkg": "scoringfunctions",
  "_universes": [
    "hristostyr"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "1.1",
      "date": "2026-05-21T06:18:02.000Z",
      "distro": "noble",
      "commit": "c64ca440bcb9c3cb6c798f3bb2d97b8b74d7d4b2",
      "fileid": "9c1cbd66071d22937bbd54023d97a3cdfa2c970167b2c3c072eaf7d44a8b7ed1",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/hristostyr/actions/runs/26208904496"
    },
    {
      "r": "4.6.0",
      "os": "linux",
      "version": "1.1",
      "date": "2026-05-21T06:17:44.000Z",
      "distro": "noble",
      "commit": "c64ca440bcb9c3cb6c798f3bb2d97b8b74d7d4b2",
      "fileid": "94a809640d742e27e685a3b12bffc163866e1581263aacd83412341b4e1cbf7d",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/hristostyr/actions/runs/26208904496"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "1.1",
      "date": "2026-05-21T06:18:19.000Z",
      "commit": "c64ca440bcb9c3cb6c798f3bb2d97b8b74d7d4b2",
      "fileid": "75b3ad6f9629ce14ecd31d3cf9fafba43ff641e053af61d2f98e00e98c2cfc16",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/hristostyr/actions/runs/26208904496"
    },
    {
      "r": "4.6.0",
      "os": "mac",
      "version": "1.1",
      "date": "2026-05-21T06:17:42.000Z",
      "commit": "c64ca440bcb9c3cb6c798f3bb2d97b8b74d7d4b2",
      "fileid": "0170ecd0b9790c767927548a89f63ceb5bda7c1816f4de6c471877f5a87d6f61",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/hristostyr/actions/runs/26208904496"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "1.1",
      "date": "2026-05-21T21:19:57.000Z",
      "commit": "c64ca440bcb9c3cb6c798f3bb2d97b8b74d7d4b2",
      "fileid": "82dc773564da0e0780d7ecdfc493c4d299ff39b3102286974d525a329a48e152",
      "status": "success",
      "buildurl": "https://github.com/r-universe/hristostyr/actions/runs/26208904496"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "1.1",
      "date": "2026-05-21T06:17:05.000Z",
      "commit": "c64ca440bcb9c3cb6c798f3bb2d97b8b74d7d4b2",
      "fileid": "a05a04484a7c9542856531f73f539bffa73cd68daaf7a273d0969ba088471ffd",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/hristostyr/actions/runs/26208904496"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "1.1",
      "date": "2026-05-21T06:16:58.000Z",
      "commit": "c64ca440bcb9c3cb6c798f3bb2d97b8b74d7d4b2",
      "fileid": "2918190ed323f9c0f46a6ac8a65cebf9248eca346e7de026d94dc6a8300721f8",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/hristostyr/actions/runs/26208904496"
    },
    {
      "r": "4.6.0",
      "os": "win",
      "version": "1.1",
      "date": "2026-05-21T06:17:11.000Z",
      "commit": "c64ca440bcb9c3cb6c798f3bb2d97b8b74d7d4b2",
      "fileid": "3f27af5a26e5fdb74b4dfb68ab85fdae7e43ad63c400302453a057b1d229da50",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/hristostyr/actions/runs/26208904496"
    }
  ]
}