{ "_id": "6ad8ac6adb07788da70a9395", "Package": "IFFuzzyStats", "Type": "Package", "Title": "Intuitionistic Fuzzy Statistics", "Version": "0.1.0", "Authors@R": "c(person(\"Mukul\", \"Bijalwan\", email = \"mukulbijalwan555@gmail.com\", role = c(\"aut\", \"cre\"), comment = c(ORCID = \"0009-0001-3040-6912\")), person(\"Gunjan\", \"Aggrwal\", role = \"aut\"), person(\"Mukul\", \"Jain\", role = \"aut\"))", "Maintainer": "Mukul Bijalwan ", "Description": "Provides constructors and arithmetic for intuitionistic\nfuzzy values (intuitionistic fuzzy value, IFV) for\nintuitionistic fuzzy sets (Atanassov (1986)\n), including aggregation\noperators of Xu (2007) and Xu\nand Yager (2006) :\nintuitionistic fuzzy weighted averaging (IFWA), intuitionistic\nfuzzy weighted geometric (IFWG), intuitionistic fuzzy ordered\nweighted averaging (IFOWA), intuitionistic fuzzy ordered\nweighted geometric (IFOWG), intuitionistic fuzzy hybrid\naveraging (IFHA), intuitionistic fuzzy hybrid geometric (IFHG),\nand Einstein operators; entropy (Szmidt and Kacprzyk (2000)\n; Vlachos and Sergiadis\n(2007) ) and distance and\nsimilarity measures, including Ye (2011)\n cosine similarity and Hamming,\nEuclidean and Hausdorff distances; intuitionistic fuzzy c-means\nand k-means clustering; approximate reasoning via compositional\ninference; and multi-criteria decision support via\nintuitionistic fuzzy Technique for Order of Preference by\nSimilarity to Ideal Solution (IF-TOPSIS) (Boran et al. (2009)\n) and score ranking. All\ncomputations use only base R with fully vectorised\nimplementations.", "License": "GPL-3", "Encoding": "UTF-8", "VignetteBuilder": "knitr", "Config/testthat/edition": "3", "URL": "https://github.com/MukulBijalwan/IFFuzzyStats", "BugReports": "https://github.com/MukulBijalwan/IFFuzzyStats/issues", "NeedsCompilation": "no", "Config/roxygen2/version": "8.1.0", "Packaged": { "Date": "2026-10-21 12:10:43 UTC", "User": "root" }, "Author": "Mukul Bijalwan [aut, cre] (ORCID:\n), Gunjan Aggrwal [aut],\nMukul Jain [aut]", "Repository": "https://cran.r-universe.dev", "Date/Publication": "2026-10-21 10:19:08 UTC", "RemoteUrl": "https://github.com/cran/IFFuzzyStats", "RemoteRef": "HEAD", "RemoteSha": "16bae17f69291c0b365672eef5b7b6fcde2c985b", "_user": "cran", "_type": "src", "_file": "IFFuzzyStats_0.1.0.tar.gz", "_fileid": "https://r2.ropensci.org/b58c54f177b15768d3c4a5fc9630f484c4143f431ff375be497fcb295ab3f394", "_filesize": 265401, "_sha256": "b58c54f177b15768d3c4a5fc9630f484c4143f431ff375be497fcb295ab3f394", "_expires": "2027-01-29T12:13:28.000Z", "_created": "2026-10-21T12:10:43.000Z", "_published": "2026-10-21T12:13:30.290Z", "_upstream": "https://github.com/cran/IFFuzzyStats", "_status": "success", "_maintainer": { "name": "Mukul Bijalwan", "email": "mukulbijalwan555@gmail.com", "login": "mukulbijalwan", "description": "Research Scholar - Statistics", "uuid": 260171212, "orcid": "0009-0001-3040-6912" }, "_jobs": [ { "job": 119213579574, "time": 102, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "12344149592" }, { "job": 119213579708, "time": 129, "config": "linux-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "12345020755" }, { "job": 119212419236, "time": 158, "config": "source", "r": "4.6.1", "check": "OK", "artifact": "12344775568" }, { "job": 119213579595, "time": 80, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "12344398582" }, { "job": 119213579688, "time": 70, "config": "windows-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "12344437151" }, { "job": 119213579541, "time": 69, "config": "windows-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "12344970540" } ], "_buildurl": "https://github.com/r-universe/cran/actions/runs/39597173934", "_commit": { "id": "16bae17f69291c0b365672eef5b7b6fcde2c985b", "author": "Mukul Bijalwan ", "committer": "cran-robot ", "message": "version 0.1.0\n", "time": 1792577948 }, "_distro": "resolute", "_host": "GitHub-Actions", "_registered": true, "_dependencies": [ { "package": "testthat", "version": ">= 3.0.0", "role": "Suggests" }, { "package": "knitr", "role": "Suggests" }, { "package": "rmarkdown", "role": "Suggests" } ], "_owner": "cran", "_selfowned": false, "_usedby": 0, "_updates": [ { "week": "2026-43", "n": 1 } ], "_tags": [ { "name": "0.1.0", "date": "2026-10-21" } ], "_stars": 0, "_contributors": [ { "user": "mukulbijalwan", "count": 1, "uuid": 260171212 } ], "_userbio": { "uuid": 6899542, "type": "organization", "name": "cran", "followers": 634, "description": "Unofficial read-only mirror of all CRAN R packages" }, "_downloads": { "count": 0, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/IFFuzzyStats" }, "_devurl": "https://github.com/mukulbijalwan/iffuzzystats", "_searchresults": 0, "_rbuild": "4.6.1", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/IFFuzzyStats.html", "extra/manual.pdf", "extra/NEWS.html", "extra/NEWS.txt", "extra/readme.html", "extra/readme.md" ], "_cranurl": false, "_releases": [ { "version": "0.1.0", "date": "2026-10-21" } ], "_exports": [ "as_ifv", "if_accuracy", "if_add", "if_aggregate_matrix", "if_best", "if_check", "if_comp", "if_compose", "if_defuzzify", "if_dist", "if_einstein_add", "if_einstein_mul", "if_einstein_pow", "if_einstein_scalar_mul", "if_einstein_wa", "if_einstein_wg", "if_entropy", "if_fuzzify", "if_hesitation", "if_infer", "if_mul", "if_order", "if_pi", "if_pow", "if_rank", "if_rank_df", "if_rule_block", "if_scalar_mul", "if_score", "if_sim", "if_topsis", "ifcmeans", "ifha", "ifhg", "ifkmeans", "ifowa", "ifowg", "ifv", "ifwa", "ifwg", "is_ifv" ], "_help": [ { "page": "if_add", "title": "Intuitionistic fuzzy arithmetic (Xu operations)", "topics": [ "if_add", "if_einstein_add", "if_einstein_mul", "if_einstein_pow", "if_einstein_scalar_mul", "if_mul", "if_pow", "if_scalar_mul" ] }, { "page": "if_aggregate_matrix", "title": "Aggregate rows of an IF decision matrix", "topics": [ "if_aggregate_matrix" ] }, { "page": "if_check", "title": "Validate IFVs", "topics": [ "if_check" ] }, { "page": "if_comp", "title": "Complement of an IFV", "topics": [ "if_comp" ] }, { "page": "if_compose", "title": "Intuitionistic fuzzy relations: composition and inference", "topics": [ "if_compose" ] }, { "page": "if_defuzzify", "title": "Defuzzify IFVs to crisp scores", "topics": [ "if_defuzzify" ] }, { "page": "if_dist", "title": "Distances between intuitionistic fuzzy sets", "topics": [ "if_dist" ] }, { "page": "if_entropy", "title": "Entropy of intuitionistic fuzzy sets", "topics": [ "if_entropy" ] }, { "page": "if_fuzzify", "title": "Fuzzify numeric data into intuitionistic fuzzy values", "topics": [ "if_fuzzify" ] }, { "page": "if_infer", "title": "Compositional rule of inference for IFVs", "topics": [ "if_infer" ] }, { "page": "if_pi", "title": "Hesitation degree", "topics": [ "if_pi" ] }, { "page": "if_rank_df", "title": "Rank alternatives from aggregated IFVs", "topics": [ "if_rank_df" ] }, { "page": "if_rule_block", "title": "Mamdani-style IF rule block evaluation", "topics": [ "if_rule_block" ] }, { "page": "if_score", "title": "Score, accuracy and ranking of IFVs", "topics": [ "if_accuracy", "if_best", "if_hesitation", "if_order", "if_rank", "if_score" ] }, { "page": "if_sim", "title": "Similarity between intuitionistic fuzzy sets", "topics": [ "if_sim" ] }, { "page": "if_topsis", "title": "Intuitionistic fuzzy TOPSIS and decision helpers", "topics": [ "if_topsis" ] }, { "page": "ifcmeans", "title": "Intuitionistic fuzzy c-means (IFCM) clustering", "topics": [ "ifcmeans" ] }, { "page": "ifkmeans", "title": "Intuitionistic fuzzy k-means (hard labels, IF centroids)", "topics": [ "ifkmeans" ] }, { "page": "ifv", "title": "Create an intuitionistic fuzzy value (IFV)", "topics": [ "ifv" ] }, { "page": "ifwa", "title": "Intuitionistic fuzzy aggregation operators", "topics": [ "ifha", "ifhg", "ifowa", "ifowg", "ifwa", "ifwg", "if_einstein_wa", "if_einstein_wg" ] }, { "page": "is_ifv", "title": "Test / coerce intuitionistic fuzzy values", "topics": [ "as_ifv", "is_ifv" ] } ], "_readme": "https://github.com/cran/IFFuzzyStats/raw/HEAD/README.md", "_rundeps": [], "_vignettes": [ { "source": "IFFuzzyStats-intro.Rmd", "filename": "IFFuzzyStats-intro.html", "title": "IFFuzzyStats: Intuitionistic Fuzzy Statistics in R", "engine": "knitr::rmarkdown", "headings": [ "Intuitionistic fuzzy values", "Aggregation", "Entropy, distance, similarity", "Clustering", "Inference and TOPSIS" ], "created": "2026-10-21 10:19:08", "modified": "2026-10-21 10:19:08", "commits": 1 } ], "_score": 2.6989700043360187, "_indexed": false, "_nocasepkg": "iffuzzystats", "_universes": [ "cran", "mukulbijalwan" ], "_indexurl": "https://mukulbijalwan.r-universe.dev/IFFuzzyStats", "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "0.1.0", "date": "2026-10-21T12:12:27.000Z", "distro": "resolute", "commit": "16bae17f69291c0b365672eef5b7b6fcde2c985b", "fileid": "https://r2.ropensci.org/c1f6230410ce51bf5e495a5901eb8c399e0fc19ead0308635f6fd2a3bc38498d", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/cran/actions/runs/39597173934" }, { "r": "4.6.1", "os": "linux", "version": "0.1.0", "date": "2026-10-21T12:12:51.000Z", "distro": "resolute", "commit": "16bae17f69291c0b365672eef5b7b6fcde2c985b", "fileid": "https://r2.ropensci.org/7d0eb662ce57dabc392cfcf513ca4f71ddcd6b2e3897f8c8502ccf4839faec26", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/cran/actions/runs/39597173934" }, { "r": "4.6.0", "os": "wasm", "version": "0.1.0", "date": "2026-10-21T12:12:17.000Z", "commit": "16bae17f69291c0b365672eef5b7b6fcde2c985b", "fileid": "https://r2.ropensci.org/d6dae8406728d568e89957e19acd185fcfd5c994ce6db1d4a09dedb1b4cfe23a", "status": "success", "buildurl": "https://github.com/r-universe/cran/actions/runs/39597173934" }, { "r": "4.7.0", "os": "win", "version": "0.1.0", "date": "2026-10-21T12:11:48.000Z", "commit": "16bae17f69291c0b365672eef5b7b6fcde2c985b", "fileid": "https://r2.ropensci.org/ca185224cb1e90bbbeb97273e16dd1767a1de6df47776267e536bc431fc45757", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/cran/actions/runs/39597173934" }, { "r": "4.6.1", "os": "win", "version": "0.1.0", "date": "2026-10-21T12:11:50.000Z", "commit": "16bae17f69291c0b365672eef5b7b6fcde2c985b", "fileid": "https://r2.ropensci.org/a209098315e8305ce4effdc18ce4f59749aff2c6c6188e7c55a8039edb94d51d", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/cran/actions/runs/39597173934" } ] }