{ "_id": "6a103cf9acfb0bcc41c9c1b9", "Package": "fmds", "Type": "Package", "Title": "Multidimensional Scaling Development Kit", "Version": "0.1.5", "Authors@R": "c(person(given = \"Frank M.T.A.\", family = \"Busing\", \nrole = c(\"aut\", \"cre\"),\nemail = \"busing@fsw.leidenuniv.nl\",\ncomment = c( ORCID = \"0000-0002-8062-538X\")),\nperson(\"Juan\", \"Claramunt Gonzalez\",\nrole = c(\"aut\", \"com\"),\nemail = \"j.claramunt.gonzalez@fsw.leidenuniv.nl\",\ncomment = c( ORCID = \"0009-0009-5387-6341\")))", "Author": "Frank M.T.A. Busing [aut, cre] (ORCID:\n), Juan Claramunt\nGonzalez [aut, com] (ORCID:\n)", "Maintainer": "Frank M.T.A. Busing ", "Description": "Multidimensional scaling (MDS) functions for various tasks\nthat are beyond the beta stage and way past the alpha stage.\nCurrently, options are available for weights, restrictions,\nclassical scaling or principal coordinate analysis,\ntransformations (linear, power, Box-Cox, spline, ordinal),\noutlier mitigation (rdop), out-of-sample estimation (predict),\nnegative dissimilarities, fast and faster executions with low\nmemory footprints, penalized restrictions,\ncross-validation-based penalty selection, supplementary\nvariable estimation (explain), additive constant estimation,\nmixed measurement level distance calculation, restricted\nclassical scaling, etc. More will come in the future.\nReferences. Busing (2024) \"A Simple Population Size Estimator\nfor Local Minima Applied to Multidimensional Scaling\".\nManuscript submitted for publication. Busing (2025) \"Node\nLocalization by Multidimensional Scaling with Iterative\nMajorization\". Manuscript submitted for publication. Busing\n(2025) \"Faster Multidimensional Scaling\". Manuscript in\npreparation. Barroso and Busing (2025) \"e-RDOP, Relative\nDensity-Based Outlier Probabilities, Extended to Proximity\nMapping\". Manuscript submitted for publication.", "License": "BSD_2_clause + file LICENSE", "Encoding": "UTF-8", "RoxygenNote": "7.3.2", "LazyData": "true", "NeedsCompilation": "yes", "Packaged": { "Date": "2026-05-11 09:53:53 UTC", "User": "root" }, "Repository": "https://busingfmta.r-universe.dev", "Date/Publication": "2025-06-03 07:00:01 UTC", "RemoteUrl": "https://github.com/cran/fmds", "RemoteRef": "HEAD", "RemoteSha": "73c45fcd0f5465e646597fef492f672a730daffa", "MD5sum": "8fd66009e8d6f0101a6b1c5696232963", "_user": "busingfmta", "_type": "src", "_file": "fmds_0.1.5.tar.gz", "_fileid": "4229fed68b827051ad4d48cded9a722b4a31281c58ef074b2a037a356ca111fc", "_filesize": 286293, "_sha256": "4229fed68b827051ad4d48cded9a722b4a31281c58ef074b2a037a356ca111fc", "_created": "2026-05-11T09:53:53.000Z", "_published": "2026-05-22T11:24:41.270Z", "_distro": "noble", "_jobs": [ { "job": 77370001956, "time": 114, "config": "linux-devel-arm64", "r": "4.7.0", "check": "OK", "artifact": "6915458236" }, { "job": 77370001511, "time": 123, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "6915461728" }, { "job": 77370001775, "time": 114, "config": "linux-release-arm64", "r": "4.6.0", "check": "OK", "artifact": "6915457976" }, { "job": 77370001807, "time": 116, "config": "linux-release-x86_64", "r": "4.6.0", "check": "OK", "artifact": "6915458695" }, { "job": 77370002161, "time": 102, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "6915454159" }, { "job": 77370002014, "time": 274, "config": "macos-oldrel-x86_64", "r": "4.5.3", "check": "OK", "artifact": "6915509752" }, { "job": 77370001936, "time": 88, "config": "macos-release-arm64", "r": "4.6.0", "check": "OK", "artifact": "6915449393" }, { "job": 77370001449, "time": 267, "config": "macos-release-x86_64", "r": "4.6.0", "check": "OK", "artifact": "6915507562" }, { "job": 77370001374, "time": 198, "config": "source", "r": "4.6.0", "check": "OK", "artifact": "6915418375" }, { "job": 77370001058, "time": 91, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "7159330966" }, { "job": 77370001613, "time": 108, "config": "windows-devel", "r": "4.7.0", "check": "OK", "artifact": "6915456914" }, { "job": 77370002342, "time": 96, "config": "windows-oldrel", "r": "4.5.3", "check": "OK", "artifact": "6915452264" }, { "job": 77370001472, "time": 102, "config": "windows-release", "r": "4.6.0", "check": "OK", "artifact": "6915454259" } ], "_buildurl": "https://github.com/r-universe/busingfmta/actions/runs/25662960693", "_status": "success", "_host": "GitHub-Actions", "_upstream": "https://github.com/cran/fmds", "_commit": { "id": "73c45fcd0f5465e646597fef492f672a730daffa", "author": "Frank M.T.A. Busing ", "committer": "cran-robot ", "message": "version 0.1.5\n", "time": 1748934001 }, "_maintainer": { "name": "Frank M.T.A. Busing", "email": "busing@fsw.leidenuniv.nl", "login": "busingfmta", "uuid": 59083670, "orcid": "0000-0002-8062-538X" }, "_registered": true, "_dependencies": [ { "package": "R", "version": ">= 3.5.0", "role": "Depends" }, { "package": "graphics", "role": "Imports" }, { "package": "stats", "role": "Imports" }, { "package": "ggplot2", "role": "Suggests" }, { "package": "microbenchmark", "role": "Suggests" } ], "_owner": "cran", "_selfowned": true, "_usedby": 0, "_updates": [ { "week": "2025-23", "n": 1 } ], "_tags": [ { "name": "0.1.5", "date": "2025-06-03" } ], "_stars": 0, "_contributors": [ { "user": "busingfmta", "count": 2, "uuid": 59083670 } ], "_userbio": { "uuid": 59083670, "type": "user", "name": "BusingFMTA" }, "_downloads": { "count": 175, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/fmds" }, "_searchresults": 0, "_rbuild": "4.6.0", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/fmds.html", "manual.pdf" ], "_realowner": "busingfmta", "_cranurl": false, "_releases": [ { "version": "0.1.2", "date": "2025-04-25" }, { "version": "0.1.5", "date": "2025-06-03" } ], "_exports": [ "addconst", "asymmetry", "cv.fastmds", "dilation", "fastboxcoxmds", "fastermds", "fasterstress", "fastlinearmds", "fastmds", "fastordinalmds", "fastpowermds", "fastsplinemds", "faststress", "fullmds", "mdist", "pcoa", "petersen", "rdop", "rotation" ], "_datasets": [ { "name": "colors", "title": "Color data", "object": "colors", "class": [ "matrix", "array" ], "fields": [ "V1", "V2", "V3", "V4", "V5", "V6", "V7", "V8", "V9", "V10", "V11", "V12", "V13", "V14" ], "rows": 14, "table": true, "tojson": true }, { "name": "expressions", "title": "Facial Expressions Data", "object": "expresions", "class": [ "matrix", "array" ], "fields": [ "V1", "V2", "V3", "V4", "V5", "V6", "V7", "V8", "V9", "V10", "V11", "V12", "V13", "P1", "P2", "P3" ], "rows": 13, "table": true, "tojson": true }, { "name": "food", "title": "Food data", "object": "food", "class": [ "matrix", "array" ], "fields": [ "V1", "V2", "V3", "V4", "V5", "V6", "V7", "V8", "V9", "V10", "V11", "V12", "V13", "V14", "V15", "V16", "V17", "V18", "V19", "V20", "V21", "V22", "V23", "V24", "V25", "V26", "V27", "V28", "V29", "V30", "V31", "V32", "V33", "V34", "V35", "V36", "V37", "V38", "V39", "V40", "V41", "V42", "V43", "V44", "V45" ], "rows": 45, "table": true, "tojson": true }, { "name": "kabah", "title": "Kabah data", "object": "kabah", "class": [ "matrix", "array" ], "fields": [ "V1", "V2", "V3", "V4", "V5", "V6", "V7", "V8", "V9", "V10", "V11", "V12", "V13", "V14", "V15", "V16", "V17" ], "rows": 17, "table": true, "tojson": true }, { "name": "tortula", "title": "Tortula data", "object": "tortula", "class": [ "data.frame" ], "fields": [ "hydroids", "leaves", "hairs", "apex", "length", "diameter", "papillae" ], "rows": 14, "table": true, "tojson": true } ], "_help": [ { "page": "addconst", "title": "Additive Constant Function for Classical Multidimensional Scaling", "topics": [ "addconst" ] }, { "page": "asymmetry", "title": "Asymmetry Function", "topics": [ "asymmetry" ] }, { "page": "colors", "title": "Color data", "topics": [ "colors" ] }, { "page": "cv.fastmds", "title": "Repeated Cross-Validation Penalized Restricted Multidimensional Scaling Function", "topics": [ "cv.fastmds" ] }, { "page": "dilation", "title": "Dilation", "topics": [ "dilation" ] }, { "page": "explain.fmds", "title": "Explain method for all fmds objects", "topics": [ "explain.fmds" ] }, { "page": "expressions", "title": "Facial Expressions Data", "topics": [ "expressions" ] }, { "page": "fastboxcoxmds", "title": "Box-Cox Multidimensional Scaling Function", "topics": [ "fastboxcoxmds" ] }, { "page": "fastermds", "title": "Stochastic Iterative Majorization Multidimensional Scaling Function", "topics": [ "fastermds" ] }, { "page": "fasterstress", "title": "Faster Stress Function", "topics": [ "fasterstress" ] }, { "page": "fastlinearmds", "title": "Linear Multidimensional Scaling Function", "topics": [ "fastlinearmds" ] }, { "page": "fastmds", "title": "Multidimensional Scaling Function", "topics": [ "fastmds" ] }, { "page": "fastordinalmds", "title": "Ordinal Multidimensional Scaling Function", "topics": [ "fastordinalmds" ] }, { "page": "fastpowermds", "title": "Power Multidimensional Scaling Function", "topics": [ "fastpowermds" ] }, { "page": "fastsplinemds", "title": "Polynomial Multidimensional Scaling Function", "topics": [ "fastsplinemds" ] }, { "page": "faststress", "title": "Fast Stress Function", "topics": [ "faststress" ] }, { "page": "food", "title": "Food data", "topics": [ "food" ] }, { "page": "fullmds", "title": "Full Multidimensional Scaling Function", "topics": [ "fullmds" ] }, { "page": "kabah", "title": "Kabah data", "topics": [ "kabah" ] }, { "page": "mdist", "title": "Mixed Measurement Level Euclidean Distances Function", "topics": [ "mdist" ] }, { "page": "pcoa", "title": "Classical Multidimensional Scaling Function", "topics": [ "pcoa" ] }, { "page": "petersen", "title": "Mark-Recapture Population Size Estimator", "topics": [ "petersen" ] }, { "page": "plot.fmds", "title": "Visualisation of an fmds object", "topics": [ "plot.fmds" ] }, { "page": "predict.fmds", "title": "Predict method for all fmds objects", "topics": [ "predict.fmds" ] }, { "page": "print.fmds", "title": "Print method for all fmds objects", "topics": [ "print.fmds" ] }, { "page": "rdop", "title": "Relative Density-based Outlier Probabilities Function", "topics": [ "rdop" ] }, { "page": "rotation", "title": "Rotation", "topics": [ "rotation" ] }, { "page": "summary.fmds", "title": "Summary method for all fmds objects", "topics": [ "summary.fmds" ] }, { "page": "tortula", "title": "Tortula data", "topics": [ "tortula" ] } ], "_rundeps": [], "_score": 1, "_indexed": true, "_nocasepkg": "fmds", "_universes": [ "busingfmta" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "0.1.5", "date": "2026-05-11T09:55:59.000Z", "distro": "noble", "arch": "aarch64", "commit": "73c45fcd0f5465e646597fef492f672a730daffa", "fileid": "50d8d9acd59076126d1f3af7107b736ffb5dbaf68aabd8f1eae3ea3ef1914c9b", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/busingfmta/actions/runs/25662960693" }, { "r": "4.7.0", "os": "linux", "version": "0.1.5", "date": "2026-05-11T09:56:04.000Z", "distro": "noble", "arch": "x86_64", "commit": "73c45fcd0f5465e646597fef492f672a730daffa", "fileid": "602ea80ba40c61e55aae4e4233bf79d040c1ad3fde7d8f8b6bb8a81d0ad52104", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/busingfmta/actions/runs/25662960693" }, { "r": "4.6.0", "os": "linux", "version": "0.1.5", "date": "2026-05-11T09:55:57.000Z", "distro": "noble", "arch": "aarch64", "commit": "73c45fcd0f5465e646597fef492f672a730daffa", "fileid": "9c9d5f4dd20f1e70db8d179cd559ec6edd9b299dec655f51e817c8e81c3304fb", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/busingfmta/actions/runs/25662960693" }, { "r": "4.6.0", "os": "linux", "version": "0.1.5", "date": "2026-05-11T09:55:56.000Z", "distro": "noble", "arch": "x86_64", "commit": "73c45fcd0f5465e646597fef492f672a730daffa", "fileid": "faf3c25110433b4e7c8939fabbe757342da7219e9f011afcfae5ecba37df4478", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/busingfmta/actions/runs/25662960693" }, { "r": "4.5.3", "os": "mac", "version": "0.1.5", "date": "2026-05-11T09:55:48.000Z", "arch": "aarch64", "commit": "73c45fcd0f5465e646597fef492f672a730daffa", "fileid": "86d71acc423711a5aa3377d882aaf35970cd594e40973f1b9cc19dcaa4587483", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/busingfmta/actions/runs/25662960693" }, { "r": "4.5.3", "os": "mac", "version": "0.1.5", "date": "2026-05-11T09:57:57.000Z", "arch": "x86_64", "commit": "73c45fcd0f5465e646597fef492f672a730daffa", "fileid": "f54c932ddfccca2d6d92c5118878e4263e5e8587797dff7e49cc65602af8ec45", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/busingfmta/actions/runs/25662960693" }, { "r": "4.6.0", "os": "mac", "version": "0.1.5", "date": "2026-05-11T09:55:33.000Z", "arch": "aarch64", "commit": "73c45fcd0f5465e646597fef492f672a730daffa", "fileid": "21857d84bf5eef50d8dc316e08be30cfab2ae061fcfe2d822f3c45e1480f1405", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/busingfmta/actions/runs/25662960693" }, { "r": "4.6.0", "os": "mac", "version": "0.1.5", "date": "2026-05-11T09:57:22.000Z", "arch": "x86_64", "commit": "73c45fcd0f5465e646597fef492f672a730daffa", "fileid": "cb81c83fd209c7d7fbc7c3714b7816230334d3cc26cbb8fefbc6009026bc190c", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/busingfmta/actions/runs/25662960693" }, { "r": "4.7.0", "os": "win", "version": "0.1.5", "date": "2026-05-11T09:55:26.000Z", "arch": "x86_64", "commit": "73c45fcd0f5465e646597fef492f672a730daffa", "fileid": "28ef32e6f2c5b5a7aad6275dfef0f962b75b56c554b970c88d8a846a2413b66b", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/busingfmta/actions/runs/25662960693" }, { "r": "4.5.3", "os": "win", "version": "0.1.5", "date": "2026-05-11T09:55:11.000Z", "arch": "x86_64", "commit": "73c45fcd0f5465e646597fef492f672a730daffa", "fileid": "5b4c2b4a8687fdeca351426148b1248011c27cca88e50512d082e30970e74aa2", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/busingfmta/actions/runs/25662960693" }, { "r": "4.6.0", "os": "win", "version": "0.1.5", "date": "2026-05-11T09:55:21.000Z", "arch": "x86_64", "commit": "73c45fcd0f5465e646597fef492f672a730daffa", "fileid": "581d17402fa4f5c9db58c2bb02f63024be0a3eca14154f326babd729f0b54ca8", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/busingfmta/actions/runs/25662960693" }, { "r": "4.6.0", "os": "wasm", "version": "0.1.5", "date": "2026-05-22T11:24:16.000Z", "arch": "emscripten", "commit": "73c45fcd0f5465e646597fef492f672a730daffa", "fileid": "769fafa327d9b7ef04ac10d3a07d2aeeb6d9e0dea4dc284a0537997818d682d8", "status": "success", "buildurl": "https://github.com/r-universe/busingfmta/actions/runs/25662960693" } ] }