{ "_id": "6a107bb5acfb0bcc41cae01f", "Package": "FuzzyClass", "Title": "Fuzzy and Non-Fuzzy Classifiers", "Version": "0.1.7.900", "Authors@R": "c(person(\"Jodavid\", \"Ferreira\", email = \"jodavid@protonmail.com\",role = c(\"aut\",\"cre\"), comment = c(ORCID = \"0000-0002-2131-6464\")),\nperson(\"Ronei\", \"Moraes\", email = \"ronei@de.ufpb.br\",role = c(\"ctb\"), comment = c(ORCID = \"0000-0001-8436-8950\")),\nperson(\"Liliane\", \"Machado\", email = \"liliane@di.ufpb.br\",role = c(\"ctb\"), comment = c(ORCID = \"0000-0002-1182-2929\")),\nperson(\"Arthur\", \"Ricardo\", email = \"arthur.ricardo17@gmail.com\",role = c(\"ctb\")),\nperson(\"Isaac\", \"Araújo\", email = \"isaac.sebastian@academico.ufpb.br\",role = c(\"ctb\")))", "Description": "It provides classifiers which can be used for discrete\nvariables and for continuous variables based on the Naive Bayes\nand Fuzzy Naive Bayes hypothesis. Those methods were developed\nby researchers belong to the 'Laboratory of Technologies for\nVirtual Teaching and Statistics (LabTEVE)' and 'Laboratory of\nApplied Statistics to Image Processing and Geoprocessing\n(LEAPIG)' at 'Federal University of Paraiba, Brazil'. They\nconsidered some statistical distributions and their papers were\npublished in the scientific literature, as for instance, the\nGaussian classifier using fuzzy parameters, proposed by\n'Moraes, Ferreira and Machado' (2021)\n.", "License": "MIT + file LICENSE", "Encoding": "UTF-8", "LazyData": "true", "Roxygen": "list(markdown = TRUE)", "RoxygenNote": "7.3.2", "RdMacros": "Rdpack", "VignetteBuilder": "knitr", "Config/testthat/edition": "3", "URL": "https://github.com/leapigufpb/FuzzyClass", "BugReports": "https://github.com/leapigufpb/FuzzyClass/issues", "Language": "en-US", "Config/pak/sysreqs": "libicu-dev", "Repository": "https://leapigufpb.r-universe.dev", "Date/Publication": "2025-09-08 20:31:40 UTC", "RemoteUrl": "https://github.com/leapigufpb/fuzzyclass", "RemoteRef": "HEAD", "RemoteSha": "7395c86f44c3fb051e28b79cd657741ef2d73b9a", "NeedsCompilation": "no", "Packaged": { "Date": "2026-05-06 07:33:24 UTC", "User": "root" }, "Author": "Jodavid Ferreira [aut, cre] (ORCID:\n),\nRonei Moraes [ctb] (ORCID: ),\nLiliane Machado [ctb] (ORCID: ),\nArthur Ricardo [ctb],\nIsaac Araújo [ctb]", "Maintainer": "Jodavid Ferreira ", "MD5sum": "4c96a926934d6b5fa030e4115fbe76f3", "_user": "leapigufpb", "_type": "src", "_file": "FuzzyClass_0.1.7.900.tar.gz", "_fileid": "cbf1ef9dc8b8a34df94d6ed448997f72a7a870dd8aa4480ded853bd0b859a251", "_filesize": 790863, "_sha256": "cbf1ef9dc8b8a34df94d6ed448997f72a7a870dd8aa4480ded853bd0b859a251", "_created": "2026-05-06T07:33:24.000Z", "_published": "2026-05-22T15:52:21.749Z", "_distro": "noble", "_jobs": [ { "job": 77414807272, "time": 145, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "6824951960" }, { "job": 77414807086, "time": 151, "config": "linux-release-x86_64", "r": "4.6.0", "check": "OK", "artifact": "6824951182" }, { "job": 77414807563, "time": 134, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "6824942837" }, { "job": 77414806844, "time": 161, "config": "macos-release-arm64", "r": "4.6.0", "check": "OK", "artifact": "6824948747" }, { "job": 77414806649, "time": 209, "config": "source", "r": "4.6.0", "check": "OK", "artifact": "6824911955" }, { "job": 77414806466, "time": 117, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "7164747564" }, { "job": 77414807395, "time": 102, "config": "windows-devel", "r": "4.7.0", "check": "OK", "artifact": "6824939981" }, { "job": 77414807755, "time": 94, "config": "windows-oldrel", "r": "4.5.3", "check": "OK", "artifact": "6824937550" }, { "job": 77414807316, "time": 96, "config": "windows-release", "r": "4.6.0", "check": "OK", "artifact": "6824937680" } ], "_buildurl": "https://github.com/r-universe/leapigufpb/actions/runs/25422247430", "_status": "success", "_host": "GitHub-Actions", "_upstream": "https://github.com/leapigufpb/fuzzyclass", "_commit": { "id": "7395c86f44c3fb051e28b79cd657741ef2d73b9a", "author": "jodavid ", "committer": "jodavid ", "message": "Add the new method for fuzzy number ordering as metd=5 in functions GauNBFuzzyParam, ExpNBFuzzyParam and PoiNBFuzzyParam. The form can be used considering metd = 5.\n", "time": 1757363500 }, "_maintainer": { "name": "Jodavid Ferreira", "email": "jodavid@protonmail.com", "login": "jodavid", "linkedin": "in/jodavidferreira", "orcid": "0000-0002-2131-6464", "uuid": 317898 }, "_registered": true, "_dependencies": [ { "package": "R", "version": ">= 2.10", "role": "Depends" }, { "package": "caTools", "role": "Imports" }, { "package": "doParallel", "role": "Imports" }, { "package": "dplyr", "role": "Imports" }, { "package": "e1071", "role": "Imports" }, { "package": "EnvStats", "role": "Imports" }, { "package": "foreach", "role": "Imports" }, { "package": "MASS", "role": "Imports" }, { "package": "mvtnorm", "role": "Imports" }, { "package": "parallel", "role": "Imports" }, { "package": "purrr", "role": "Imports" }, { "package": "Rdpack", "role": "Imports" }, { "package": "rlang", "role": "Imports" }, { "package": "rootSolve", "role": "Imports" }, { "package": "stats", "role": "Imports" }, { "package": "tibble", "role": "Imports" }, { "package": "tidyr", "role": "Imports" }, { "package": "trapezoid", "role": "Imports" }, { "package": "testthat", "version": ">= 3.0.0", "role": "Suggests" }, { "package": "knitr", "role": "Suggests" }, { "package": "rmarkdown", "role": "Suggests" }, { "package": "maxLik", "role": "Suggests" } ], "_owner": "leapigufpb", "_selfowned": true, "_usedby": 0, "_updates": [ { "week": "2025-36", "n": 2 }, { "week": "2025-37", "n": 1 } ], "_tags": [ { "name": "v0.1.7", "date": "2025-09-03" } ], "_topics": [ "fuzzy", "machine-learning" ], "_stars": 1, "_contributors": [ { "user": "jodavid", "count": 22, "uuid": 317898 } ], "_userbio": { "uuid": 126794664, "type": "organization", "name": "leapig" }, "_downloads": { "count": 215, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/FuzzyClass" }, "_devurl": "https://github.com/leapigufpb/fuzzyclass", "_searchresults": 9, "_rbuild": "4.6.0", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/FuzzyClass.html", "extra/NEWS.html", "extra/NEWS.txt", "extra/readme.html", "extra/readme.md", "manual.pdf" ], "_homeurl": "https://github.com/leapigufpb/fuzzyclass", "_realowner": "leapigufpb", "_cranurl": true, "_releases": [ { "version": "0.1.0", "date": "2022-05-24" }, { "version": "0.1.1", "date": "2022-05-27" }, { "version": "0.1.2", "date": "2022-08-25" }, { "version": "0.1.3", "date": "2022-11-16" }, { "version": "0.1.4", "date": "2023-03-07" }, { "version": "0.1.5", "date": "2023-08-17" }, { "version": "0.1.6", "date": "2024-02-14" }, { "version": "0.1.7", "date": "2025-09-03" } ], "_exports": [ "Aggregation", "AND", "centroidFS", "compFS", "dmFS", "DWFuzzyGammaNaiveBayes", "DWFuzzyHipergeometricNaiveBayes", "ExpNBFuzzyParam", "FuzzyBayesRule", "FuzzyBetaNaiveBayes", "FuzzyBinomialNaiveBayes", "FuzzyExponentialNaiveBayes", "FuzzyGammaNaiveBayes", "FuzzyGaussianNaiveBayes", "FuzzyGeoNaiveBayes", "FuzzyHipergeometricNaiveBayes", "FuzzyNaiveBayes", "FuzzyPoissonNaiveBayes", "FuzzyTrapezoidalNaiveBayes", "FuzzyTriangularNaiveBayes", "GauFS", "GauNBFuzzyParam", "Implication", "NOT", "OR", "plotFS", "PoiNBFuzzyParam", "Set.Universe", "TraFS", "TriFS", "uniFS" ], "_datasets": [ { "name": "GamWeightData", "title": "Gamma Weighted Data", "object": "GamWeightData", "class": [ "data.frame" ], "fields": [ "Var1", "Var2", "Var3", "class" ], "rows": 600, "table": true, "tojson": true }, { "name": "HouseVotes84", "title": "United States Congressional Voting Records 1984", "object": "HouseVotes84", "class": [ "data.frame" ], "fields": [ "Class", "V1", "V2", "V3", "V4", "V5", "V6", "V7", "V8", "V9", "V10", "V11", "V12", "V13", "V14", "V15", "V16" ], "rows": 435, "table": true, "tojson": true }, { "name": "SimulatedData", "title": "Simulated Data", "object": "SimulatedData", "class": [ "data.frame" ], "fields": [ "x", "y", "z", "class" ], "rows": 600, "table": true, "tojson": true }, { "name": "VirtualRealityData", "title": "Virtual Reality Simulator Data", "object": "VirtualRealityData", "class": [ "data.frame" ], "fields": [ "V1", "V2", "V3", "V4" ], "rows": 600, "table": true, "tojson": true } ], "_help": [ { "page": "DWFuzzyGammaNaiveBayes", "title": "Double Weighted Fuzzy Gamma Naive Bayes", "topics": [ "DWFuzzyGammaNaiveBayes" ] }, { "page": "DWFuzzyHipergeometricNaiveBayes", "title": "Double Weighted Fuzzy Hipergeometric Naive Bayes", "topics": [ "DWFuzzyHipergeometricNaiveBayes" ] }, { "page": "ExpNBFuzzyParam", "title": "Fuzzy Exponential Naive Bayes Classifier with Fuzzy parameters", "topics": [ "ExpNBFuzzyParam" ] }, { "page": "FuzzyBayesRule", "title": "Fuzzy Bayes Rule", "topics": [ "FuzzyBayesRule" ] }, { "page": "FuzzyBetaNaiveBayes", "title": "Fuzzy Beta Naive Bayes", "topics": [ "FuzzyBetaNaiveBayes" ] }, { "page": "FuzzyBinomialNaiveBayes", "title": "Fuzzy Binomial Naive Bayes", "topics": [ "FuzzyBinomialNaiveBayes" ] }, { "page": "FuzzyExponentialNaiveBayes", "title": "Fuzzy Exponential Naive Bayes", "topics": [ "FuzzyExponentialNaiveBayes" ] }, { "page": "FuzzyGammaNaiveBayes", "title": "Fuzzy Gamma Naive Bayes", "topics": [ "FuzzyGammaNaiveBayes" ] }, { "page": "FuzzyGaussianNaiveBayes", "title": "Fuzzy Gaussian Naive Bayes Classifier Zadeh-based", "topics": [ "FuzzyGaussianNaiveBayes" ] }, { "page": "FuzzyGeoNaiveBayes", "title": "Fuzzy Naive Bayes Geometric Classifier", "topics": [ "FuzzyGeoNaiveBayes" ] }, { "page": "FuzzyHipergeometricNaiveBayes", "title": "Fuzzy Hipergeometric Naive Bayes", "topics": [ "FuzzyHipergeometricNaiveBayes" ] }, { "page": "FuzzyNaiveBayes", "title": "Fuzzy Naive Bayes", "topics": [ "FuzzyNaiveBayes" ] }, { "page": "FuzzyPoissonNaiveBayes", "title": "Fuzzy Poisson Naive Bayes", "topics": [ "FuzzyPoissonNaiveBayes" ] }, { "page": "FuzzyTrapezoidalNaiveBayes", "title": "Fuzzy Naive Bayes Trapezoidal Classifier", "topics": [ "FuzzyTrapezoidalNaiveBayes" ] }, { "page": "FuzzyTriangularNaiveBayes", "title": "Fuzzy Naive Bayes Triangular Classifier", "topics": [ "FuzzyTriangularNaiveBayes" ] }, { "page": "GamWeightData", "title": "Gamma Weighted Data", "topics": [ "GamWeightData" ] }, { "page": "GauNBFuzzyParam", "title": "Fuzzy Gaussian Naive Bayes Classifier with Fuzzy parameters", "topics": [ "GauNBFuzzyParam" ] }, { "page": "HouseVotes84", "title": "United States Congressional Voting Records 1984", "topics": [ "HouseVotes84" ] }, { "page": "PoiNBFuzzyParam", "title": "Fuzzy Poisson Naive Bayes Classifier with Fuzzy parameters", "topics": [ "PoiNBFuzzyParam" ] }, { "page": "SimulatedData", "title": "Simulated Data", "topics": [ "SimulatedData" ] }, { "page": "VirtualRealityData", "title": "Virtual Reality Simulator Data", "topics": [ "VirtualRealityData" ] } ], "_pkglogo": "https://github.com/leapigufpb/fuzzyclass/raw/HEAD/man/figures/logo.png", "_readme": "https://github.com/leapigufpb/fuzzyclass/raw/HEAD/README.md", "_rundeps": [ "bitops", "caTools", "class", "cli", "codetools", "cpp11", "doParallel", "dplyr", "e1071", "EnvStats", "farver", "foreach", "generics", "ggplot2", "glue", "gtable", "isoband", "iterators", "labeling", "lifecycle", "magrittr", "MASS", "mvtnorm", "nortest", "pillar", "pkgconfig", "proxy", "purrr", "R6", "rbibutils", "RColorBrewer", "Rdpack", "rlang", "rootSolve", "S7", "scales", "stringi", "stringr", "tibble", "tidyr", "tidyselect", "trapezoid", "utf8", "vctrs", "viridisLite", "withr" ], "_vignettes": [ { "source": "FuzzyClass.Rmd", "filename": "FuzzyClass.html", "title": "Using FuzzyClass", "author": "Jodavid Ferreira", "engine": "knitr::rmarkdown", "headings": [ "Exploratory Data Analysis of the Iris Dataset", "Loading the Data", "Summary Statistics", "Data Visualization", "Sepal Length vs. Sepal Width", "Petal Length vs. Petal Width", "The Classification Problem", "Solving the Problem with FuzzyClass" ], "created": "2023-08-10 21:38:28", "modified": "2023-12-07 20:28:42", "commits": 3 }, { "source": "index.Rmd", "filename": "index.html", "title": "Using FuzzyClass: Solving a Classification Problem", "author": "Jodavid Ferreira", "engine": "knitr::rmarkdown", "headings": [ "Exploratory Data Analysis of the Iris Dataset", "Loading the Data", "Summary Statistics", "Data Visualization", "Sepal Length vs. Sepal Width", "Petal Length vs. Petal Width", "The Classification Problem", "Solving the Problem with FuzzyClass" ], "created": "2023-08-16 04:04:43", "modified": "2023-12-07 20:28:42", "commits": 3 } ], "_score": 4.301029995663981, "_indexed": true, "_nocasepkg": "fuzzyclass", "_universes": [ "leapigufpb", "jodavid" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "0.1.7.900", "date": "2026-05-06T07:35:48.000Z", "distro": "noble", "commit": "7395c86f44c3fb051e28b79cd657741ef2d73b9a", "fileid": "1fa3a45586b9ced9693b4bccb3f949d9796ade56bc126aa687e693547e364cce", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/leapigufpb/actions/runs/25422247430" }, { "r": "4.6.0", "os": "linux", "version": "0.1.7.900", "date": "2026-05-06T07:35:52.000Z", "distro": "noble", "commit": "7395c86f44c3fb051e28b79cd657741ef2d73b9a", "fileid": "7c878b44778036ca9aa26c2d005a7e2c116a8d2829ecd48bcaa9d64569c57ce3", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/leapigufpb/actions/runs/25422247430" }, { "r": "4.5.3", "os": "mac", "version": "0.1.7.900", "date": "2026-05-06T07:35:25.000Z", "commit": "7395c86f44c3fb051e28b79cd657741ef2d73b9a", "fileid": "f35235e19bd934b435f96de6185d565e07a49bc1a41f39b806e2910f45df24db", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/leapigufpb/actions/runs/25422247430" }, { "r": "4.6.0", "os": "mac", "version": "0.1.7.900", "date": "2026-05-06T07:35:42.000Z", "commit": "7395c86f44c3fb051e28b79cd657741ef2d73b9a", "fileid": "a50a1513eb12cbb5c900ab8c4f8773cb0552c6576cdcba197dc55dca26f6a6be", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/leapigufpb/actions/runs/25422247430" }, { "r": "4.7.0", "os": "win", "version": "0.1.7.900", "date": "2026-05-06T07:34:50.000Z", "commit": "7395c86f44c3fb051e28b79cd657741ef2d73b9a", "fileid": "8cb0dc6569f2165d86a1720525aa3d8eacbd190dc322f290f7aee0eda3c2e47a", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/leapigufpb/actions/runs/25422247430" }, { "r": "4.5.3", "os": "win", "version": "0.1.7.900", "date": "2026-05-06T07:34:46.000Z", "commit": "7395c86f44c3fb051e28b79cd657741ef2d73b9a", "fileid": "4986f7155e12b454bd9249619173c73b1ed0ce40708ffabff2eb4632a21f940a", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/leapigufpb/actions/runs/25422247430" }, { "r": "4.6.0", "os": "win", "version": "0.1.7.900", "date": "2026-05-06T07:34:43.000Z", "commit": "7395c86f44c3fb051e28b79cd657741ef2d73b9a", "fileid": "95508041cb705552b682f20a6d0254e5c860e08744b9eaf28c4378fe13030cb3", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/leapigufpb/actions/runs/25422247430" }, { "r": "4.6.0", "os": "wasm", "version": "0.1.7.900", "date": "2026-05-22T15:52:04.000Z", "commit": "7395c86f44c3fb051e28b79cd657741ef2d73b9a", "fileid": "f4922a607d9d6b3c635adaf3de9788e5895fed1e6a308506d2b023be1c5b0742", "status": "success", "buildurl": "https://github.com/r-universe/leapigufpb/actions/runs/25422247430" } ] }