{ "_id": "6a27cbc224555f66ed54337d", "Package": "smotefamily", "Title": "A Collection of Oversampling Techniques for Class Imbalance\nProblem Based on SMOTE", "Version": "1.4.0", "Date": "2024-03-14", "Authors@R": "person(\"Wacharasak\",\"Siriseriwan\",email=\"wacharasak.s@gmail.com\", role=c(\"aut\",\"cre\"))", "Maintainer": "Wacharasak Siriseriwan ", "Description": "A collection of various oversampling techniques developed\nfrom SMOTE is provided. SMOTE is a oversampling technique which\nsynthesizes a new minority instance between a pair of one\nminority instance and one of its K nearest neighbor. Other\ntechniques adopt this concept with other criteria in order to\ngenerate balanced dataset for class imbalance problem.", "License": "GPL (>= 3)", "NeedsCompilation": "no", "Packaged": { "Date": "2026-06-09 08:11:30 UTC", "User": "root" }, "Author": "Wacharasak Siriseriwan [aut, cre]", "Config/pak/sysreqs": "libglpk-dev libxml2-dev", "Repository": "https://reddertar.r-universe.dev", "Date/Publication": "2024-03-15 02:32:09 UTC", "RemoteUrl": "https://github.com/cran/smotefamily", "RemoteRef": "HEAD", "RemoteSha": "7161753bea39c7f31746154ba5d1c3cde4e7a481", "MD5sum": "1734a14f1dc4c6d662761cb249efa534", "_user": "reddertar", "_type": "src", "_file": "smotefamily_1.4.0.tar.gz", "_fileid": "971359264da86b448777e6284b52407324fcd919a3a547ee2ab8af2610df8d9e", "_filesize": 138430, "_sha256": "971359264da86b448777e6284b52407324fcd919a3a547ee2ab8af2610df8d9e", "_created": "2026-06-09T08:11:30.000Z", "_published": "2026-06-09T08:16:02.089Z", "_distro": "noble", "_jobs": [ { "job": 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"windows-release", "r": "4.6.0", "check": "OK", "artifact": "7502062530" } ], "_buildurl": "https://github.com/r-universe/reddertar/actions/runs/27192770173", "_status": "success", "_host": "GitHub-Actions", "_upstream": "https://github.com/cran/smotefamily", "_commit": { "id": "7161753bea39c7f31746154ba5d1c3cde4e7a481", "author": "Wacharasak Siriseriwan ", "committer": "cran-robot ", "message": "version 1.4.0\n", "time": 1710469929 }, "_maintainer": { "name": "Wacharasak Siriseriwan", "email": "wacharasak.s@gmail.com", "login": "reddertar", "description": "", "uuid": 20510356 }, "_registered": true, "_dependencies": [ { "package": "R", "version": ">= 3.0.0", "role": "Depends" }, { "package": "FNN", "role": "Imports" }, { "package": "dbscan", "role": "Imports" }, { "package": "igraph", "role": "Imports" } ], "_owner": "cran", "_selfowned": true, "_usedby": 5, "_updates": [], "_tags": [], "_stars": 2, "_contributors": [ { "user": "reddertar", "count": 6, "uuid": 20510356 } ], "_userbio": { "uuid": 20510356, "type": "user", "name": "reddertar" }, "_downloads": { "count": 15234, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/smotefamily" }, "_mentions": 3, "_searchresults": 944, "_rbuild": "4.6.0", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/smotefamily.html", "manual.pdf" ], "_realowner": "reddertar", "_cranurl": false, "_releases": [ { "version": "1.0", "date": "2016-09-08" }, { "version": "1.1", "date": "2017-08-11" }, { "version": "1.2", "date": "2018-01-30" }, { "version": "1.3", "date": "2018-12-18" }, { "version": "1.3.1", "date": "2019-05-30" }, { "version": "1.4.0", "date": "2024-03-14" } ], "_exports": [ "ADAS", "ANS", "BLSMOTE", "DBSMOTE", "gap", "kncount", "knearest", "n_dup_max", "RSLS", "sample_generator", "SLS", "SMOTE" ], "_help": [ { "page": "adas", "title": "Adaptive Synthetic Sampling Approach for Imbalanced Learning", "topics": [ "ADAS" ] }, { "page": "ANS", "title": "Adaptive Neighbor Synthetic Majority Oversampling TEchnique", "topics": [ "ANS" ] }, { "page": "BLSMOTE", "title": "Borderline-SMOTE", "topics": [ "BLSMOTE" ] }, { "page": "DBSMOTE", "title": "Density-based SMOTE", "topics": [ "DBSMOTE" ] }, { "page": "gap", "title": "The function to provide a random number which is used as a location of synthetic instance", "topics": [ "gap" ] }, { "page": "kncount", "title": "Counting the number of each class in K nearest neighbor", "topics": [ "kncount" ] }, { "page": "knearest", "title": "The function to find n_clust nearest neighbors of each instance, always removing the index of that instance if it is reported.", "topics": [ "knearest" ] }, { "page": "n_dup_max", "title": "The function to calculate the maximum round each sampling is repeated", "topics": [ "n_dup_max" ] }, { "page": "RSLS", "title": "Relocating Safe-level SMOTE", "topics": [ "RSLS" ] }, { "page": "sample_generator", "title": "The function to generate 2-dimensional dataset", "topics": [ "sample_generator" ] }, { "page": "SLS", "title": "Safe-level SMOTE", "topics": [ "SLS" ] }, { "page": "SMOTE", "title": "Synthetic Minority Oversampling TEchnique", "topics": [ "SMOTE" ] }, { "page": "smotefamily-package", "title": "SMOTE family package for Data Generation", "topics": [ "SMOTEfamily" ] } ], "_rundeps": [ "cli", "cpp11", "dbscan", "FNN", "generics", "glue", "igraph", "lattice", "lifecycle", "magrittr", "Matrix", "pkgconfig", "Rcpp", "rlang", "vctrs" ], "_score": 6.11202845499476, "_indexed": true, "_nocasepkg": "smotefamily", "_universes": [ "reddertar" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "1.4.0", "date": "2026-06-09T08:14:01.000Z", "distro": "noble", "commit": "7161753bea39c7f31746154ba5d1c3cde4e7a481", "fileid": "86c2de891462f8e4d32fe7c13a49a8725b8df059b07c878242bc72d46f8a6b23", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/reddertar/actions/runs/27192770173" }, { 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