{ "_id": "6a10394dacfb0bcc41c9add4", "Package": "less", "Title": "Learning with Subset Stacking", "Version": "0.1.0", "Authors@R": "c(person(\"Ilker\", \"Birbil\", role = \"aut\", email = \"s.i.birbil@uva.nl\"),\nperson(\"Burhan Ozer\", \"Cavdar\", role = c(\"aut\", \"trl\", \"cre\"), email = \"bcavdar17@ku.edu.tr\"))", "Description": "\"Learning with Subset Stacking\" is a supervised learning\nalgorithm that is based on training many local estimators on\nsubsets of a given dataset, and then passing their predictions\nto a global estimator. You can find the details about LESS in\nour manuscript at .", "License": "MIT + file LICENSE", "Encoding": "UTF-8", "RoxygenNote": "7.2.1", "LazyData": "true", "NeedsCompilation": "no", "Packaged": { "Date": "2026-05-12 05:36:25 UTC", "User": "root" }, "Author": "Ilker Birbil [aut], Burhan Ozer Cavdar [aut, trl, cre]", "Maintainer": "Burhan Ozer Cavdar ", "Config/pak/sysreqs": "libicu-dev", "Repository": "https://bozercavdar.r-universe.dev", "Date/Publication": "2022-09-27 10:00:02 UTC", "RemoteUrl": "https://github.com/cran/less", "RemoteRef": "HEAD", "RemoteSha": "302a6d5544e6947de129e1ed1a66c99708ad6280", "MD5sum": "a6ecdd755247184ba12f4a131e3bfcf2", "_user": "bozercavdar", "_type": "src", "_file": "less_0.1.0.tar.gz", "_fileid": "d464dda4ba2d4a99d4bba41b45292a531946e4ab76d2b7b7dff26acbdb0421e8", "_filesize": 285110, "_sha256": "d464dda4ba2d4a99d4bba41b45292a531946e4ab76d2b7b7dff26acbdb0421e8", "_created": "2026-05-12T05:36:25.000Z", "_published": "2026-05-22T11:09:01.183Z", "_distro": "noble", "_jobs": [ { "job": 77367646056, "time": 196, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "NOTE", "artifact": "6936516045" }, { "job": 77367646102, "time": 182, "config": "linux-release-x86_64", "r": "4.6.0", "check": "NOTE", "artifact": "6936512872" }, { "job": 77367646157, "time": 238, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "NOTE", "artifact": "6936514024" }, { "job": 77367645963, "time": 207, "config": "macos-release-arm64", "r": "4.6.0", "check": "NOTE", "artifact": "6936509443" }, { "job": 77367645928, "time": 206, "config": "source", "r": "4.6.0", "check": "OK", "artifact": "6936468564" }, { "job": 77367645394, "time": 115, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "7159050146" }, { "job": 77367645827, "time": 137, "config": "windows-devel", "r": "4.7.0", "check": "NOTE", "artifact": "6936501268" }, { "job": 77367646176, "time": 158, "config": "windows-oldrel", "r": "4.5.3", "check": "NOTE", "artifact": "6936506022" }, { "job": 77367645821, "time": 137, "config": "windows-release", "r": "4.6.0", "check": "NOTE", "artifact": "6936501348" } ], "_buildurl": "https://github.com/r-universe/bozercavdar/actions/runs/25715518604", "_status": "success", "_host": "GitHub-Actions", "_upstream": "https://github.com/cran/less", "_commit": { "id": "302a6d5544e6947de129e1ed1a66c99708ad6280", "author": "Burhan Ozer Cavdar ", "committer": "cran-robot ", "message": "version 0.1.0\n", "time": 1664272802 }, "_maintainer": { "name": "Burhan Ozer Cavdar", "email": "bcavdar17@ku.edu.tr", "login": "bozercavdar", "uuid": 83980769 }, "_registered": true, "_dependencies": [ { "package": "R", "version": ">= 2.10", "role": "Depends" }, { "package": "caret", "role": "Imports" }, { "package": "e1071", "role": "Imports" }, { "package": "FNN", "role": "Imports" }, { "package": "MLmetrics", "role": "Imports" }, { "package": "pracma", "role": "Imports" }, { "package": "R6", "role": "Imports" }, { "package": "randomForest", "role": "Imports" }, { "package": "RANN", "role": "Imports" }, { "package": "rpart", "role": "Imports" }, { "package": "wordspace", "role": "Imports" } ], "_owner": "cran", "_selfowned": true, "_usedby": 0, "_updates": [], "_tags": [], "_stars": 0, "_contributors": [ { "user": "bozercavdar", "count": 1, "uuid": 83980769 } ], "_userbio": { "uuid": 83980769, "type": "user", "name": "Burhan Özer Çavdar", "description": "TUM" }, "_downloads": { "count": 204, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/less" }, "_searchresults": 7, "_rbuild": "4.6.0", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/less.html", "extra/readme.html", "extra/readme.md", "manual.pdf" ], "_realowner": "bozercavdar", "_cranurl": false, "_releases": [ { "version": "0.1.0", "date": "2022-09-27" } ], "_exports": [ "BaseEstimator", "comparison_plot", "CoverTree", "DecisionTreeClassifier", "DecisionTreeRegressor", "get_functions", "HierarchicalClustering", "k_fold_cv", "KDTree", "KMeans", "KNeighborsClassifier", "KNeighborsRegressor", "laplacian", "LESSClassifier", "LESSRegressor", "LinearRegression", "prepareDataset", "prepareXset", "RandomForestClassifier", "RandomForestRegressor", "rbf", "SklearnEstimator", "SVC", "SVR", "synthetic_sine_curve", "test_timing", "train_test_split" ], "_datasets": [ { "name": "abalone", "title": "Abalone Data Set", "object": "abalone", "class": [ "data.frame" ], "fields": [ "V1", "V2", "V3", "V4", "V5", "V6", "V7", "V8" ], "rows": 4177, "table": true, "tojson": true } ], "_help": [ { "page": "abalone", "title": "Abalone Data Set", "topics": [ "abalone" ] }, { "page": "BaseEstimator", "title": "BaseEstimator", "topics": [ "BaseEstimator" ] }, { "page": "check_is_fitted", "title": "Fitting Control", "topics": [ "check_is_fitted" ] }, { "page": "comparison_plot", "title": "Comparison Plot", "topics": [ "comparison_plot" ] }, { "page": "CoverTree", "title": "CoverTree - Nearest Neighbor Search", "topics": [ "CoverTree" ] }, { "page": "DecisionTreeClassifier", "title": "DecisionTreeClassifier", "topics": [ "DecisionTreeClassifier" ] }, { "page": "DecisionTreeRegressor", "title": "DecisionTreeRegressor", "topics": [ "DecisionTreeRegressor" ] }, { "page": "get_functions", "title": "Get Functions", "topics": [ "get_functions" ] }, { "page": "HierarchicalClustering", "title": "Hierarchical Clustering", "topics": [ "HierarchicalClustering" ] }, { "page": "k_fold_cv", "title": "k-Fold Cross Validation", "topics": [ "k_fold_cv" ] }, { "page": "KDTree", "title": "KDTree - Nearest Neighbor Search", "topics": [ "KDTree" ] }, { "page": "KMeans", "title": "KMeans Clustering", "topics": [ "KMeans" ] }, { "page": "KNeighborsClassifier", "title": "KNeighborsClassifier", "topics": [ "KNeighborsClassifier" ] }, { "page": "KNeighborsRegressor", "title": "KNeighborsRegressor", "topics": [ "KNeighborsRegressor" ] }, { "page": "laplacian", "title": "Laplacian kernel - L1 norm", "topics": [ "laplacian" ] }, { "page": "LESSBase", "title": "LESSBase", "topics": [ "LESSBase" ] }, { "page": "LESSBinaryClassifier", "title": "LESSBinaryClassifier", "topics": [ "LESSBinaryClassifier" ] }, { "page": "LESSClassifier", "title": "LESSClassifier", "topics": [ "LESSClassifier" ] }, { "page": "LESSRegressor", "title": "LESSRegressor", "topics": [ "LESSRegressor" ] }, { "page": "LinearRegression", "title": "LinearRegression", "topics": [ "LinearRegression" ] }, { "page": "prepareDataset", "title": "Prepare a Dataset", "topics": [ "prepareDataset" ] }, { "page": "prepareXset", "title": "Prepare a Dataset", "topics": [ "prepareXset" ] }, { "page": "RandomForestClassifier", "title": "RandomForestClassifier", "topics": [ "RandomForestClassifier" ] }, { "page": "RandomForestRegressor", "title": "RandomForestRegressor", "topics": [ "RandomForestRegressor" ] }, { "page": "rbf", "title": "RBF kernel - L2 norm", "topics": [ "rbf" ] }, { "page": "SklearnEstimator", "title": "SklearnEstimator", "topics": [ "SklearnEstimator" ] }, { "page": "SVC", "title": "Support Vector Classification", "topics": [ "SVC" ] }, { "page": "SVR", "title": "Support Vector Regression", "topics": [ "SVR" ] }, { "page": "synthetic_sine_curve", "title": "Synthetic Sine Curve", "topics": [ "synthetic_sine_curve" ] }, { "page": "test_timing", "title": "Compare Fitting Time", "topics": [ "test_timing" ] }, { "page": "train_test_split", "title": "Dataset splitting", "topics": [ "train_test_split" ] } ], "_readme": "https://github.com/cran/less/raw/HEAD/README.md", "_rundeps": [ "bitops", "caret", "caTools", "class", "cli", "clock", "cluster", "codetools", "cpp11", "data.table", "diagram", "digest", "dplyr", "e1071", "farver", "FNN", "foreach", "future", "future.apply", "generics", "ggplot2", "globals", "glue", "gower", "gplots", "gtable", "gtools", "hardhat", "iotools", "ipred", "isoband", "iterators", "KernSmooth", "labeling", "lattice", "lava", "lifecycle", "listenv", "lubridate", "magrittr", "MASS", "Matrix", "MLmetrics", "ModelMetrics", "nlme", "nnet", "numDeriv", "parallelly", "pillar", "pkgconfig", "plyr", "pracma", "pROC", "prodlim", "progressr", "proxy", "purrr", "R6", "randomForest", "RANN", "RColorBrewer", "Rcpp", "recipes", "reshape2", "rlang", "ROCR", "rpart", "S7", "scales", "shape", "sparsesvd", "sparsevctrs", "SQUAREM", "stringi", "stringr", "survival", "tibble", "tidyr", "tidyselect", "timechange", "timeDate", "tzdb", "utf8", "vctrs", "viridisLite", "withr", "wordspace" ], "_score": 1.6989700043360187, "_indexed": true, "_nocasepkg": "less", "_universes": [ "bozercavdar" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "0.1.0", "date": "2026-05-12T05:39:18.000Z", "distro": "noble", "commit": "302a6d5544e6947de129e1ed1a66c99708ad6280", "fileid": "da28492164ba4c696e671cf8460704ff3ad32d8eb1a2def1c5f62dfaf757794e", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/bozercavdar/actions/runs/25715518604" }, { "r": "4.6.0", "os": "linux", "version": "0.1.0", "date": "2026-05-12T05:39:07.000Z", "distro": "noble", "commit": "302a6d5544e6947de129e1ed1a66c99708ad6280", "fileid": "78aaa7bcfbd4178d232759dc32319645136628d6ee0427502988838a02bee7ae", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/bozercavdar/actions/runs/25715518604" }, { "r": "4.5.3", "os": "mac", "version": "0.1.0", "date": "2026-05-12T05:39:22.000Z", "commit": "302a6d5544e6947de129e1ed1a66c99708ad6280", "fileid": "1ca5e2c289ff6607cf0fc67c7814a5edfd7e8842ee4e60f955432a8c23cdd0b2", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/bozercavdar/actions/runs/25715518604" }, { "r": "4.6.0", "os": "mac", "version": "0.1.0", "date": "2026-05-12T05:38:46.000Z", "commit": "302a6d5544e6947de129e1ed1a66c99708ad6280", "fileid": "f4e074512260d045c5c44dc284644a1398e5396a9da1b00d5725b2dbf6ad65dd", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/bozercavdar/actions/runs/25715518604" }, { "r": "4.7.0", "os": "win", "version": "0.1.0", "date": "2026-05-12T05:38:03.000Z", "commit": "302a6d5544e6947de129e1ed1a66c99708ad6280", "fileid": "a55065fa615f2ff2b4238a5c4153d1b910d0f225d8297cd0366a2162f988c31c", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/bozercavdar/actions/runs/25715518604" }, { "r": "4.5.3", "os": "win", "version": "0.1.0", "date": "2026-05-12T05:38:13.000Z", "commit": "302a6d5544e6947de129e1ed1a66c99708ad6280", "fileid": "7979fc0232bc77b9aad39fade5279664a91b35d20f9f0fd0970bf5f9b965a108", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/bozercavdar/actions/runs/25715518604" }, { "r": "4.6.0", "os": "win", "version": "0.1.0", "date": "2026-05-12T05:38:09.000Z", "commit": "302a6d5544e6947de129e1ed1a66c99708ad6280", "fileid": "1de11b053bce5999387c1ae356d02bf0038b8f14f9f3578412f97fc05d6804e3", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/bozercavdar/actions/runs/25715518604" }, { "r": "4.6.0", "os": "wasm", "version": "0.1.0", "date": "2026-05-22T11:08:43.000Z", "commit": "302a6d5544e6947de129e1ed1a66c99708ad6280", "fileid": "0ce7894880104690560b53c912f095d5061cc1dd09bcd6767e05d07a277b79d0", "status": "success", "buildurl": "https://github.com/r-universe/bozercavdar/actions/runs/25715518604" } ] }