{ "_id": "6acf4969d9de2f3f33fca2de", "Package": "OkNNE", "Type": "Package", "Title": "A k-Nearest Neighbours Ensemble via Optimal Model Selection for\nRegression", "Version": "1.0.1", "Authors@R": "c(person(\"Amjad\",\"Ali\",role=c(\"aut\",\"cre\",\"cph\"),email=\"aalistat1@gmail.com\"),person(\"Zardad\",\"Khan\",role=c(\"aut\",\"ths\")),person(\"Muhammad\",\"Hamraz\",role=\"aut\"))", "Description": "Optimal k Nearest Neighbours Ensemble is an ensemble of\nbase k nearest neighbour models each constructed on a bootstrap\nsample with a random subset of features. k closest observations\nare identified for a test point \"x\" (say), in each base k\nnearest neighbour model to fit a stepwise regression to predict\nthe output value of \"x\". The final predicted value of \"x\" is\nthe mean of estimates given by all the models. The implemented\nmodel takes training and test datasets and trains the model on\ntraining data to predict the test data. Ali, A., Hamraz, M.,\nKumam, P., Khan, D.M., Khalil, U., Sulaiman, M. and Khan, Z.\n(2020) .", "License": "GPL (>= 3)", "NeedsCompilation": "no", "Packaged": { "Date": "2026-10-14 08:25:53 UTC", "User": "root" }, "Author": "Amjad Ali [aut, cre, cph], Zardad Khan [aut, ths], Muhammad\nHamraz [aut]", "Maintainer": "Amjad Ali ", "Repository": "https://amjadali0313.r-universe.dev", "Date/Publication": "2022-12-19 14:00:09 UTC", "RemoteUrl": "https://github.com/cran/OkNNE", "RemoteRef": "HEAD", "RemoteSha": "2473f791d8107efdf9fdb3cff29f544bcdfe841f", "_user": "amjadali0313", "_type": "src", "_file": "OkNNE_1.0.1.tar.gz", "_fileid": "https://r2.ropensci.org/56e1eb88bcf8d5bb382254c66aea352a66c3cecbae68e99caf2495a12ef18237", "_filesize": 104136, "_sha256": "56e1eb88bcf8d5bb382254c66aea352a66c3cecbae68e99caf2495a12ef18237", "_expires": "2027-01-22T09:20:40.000Z", "_created": "2026-10-14T08:25:53.000Z", "_published": "2026-10-14T09:20:41.665Z", "_buildurl": "https://github.com/r-universe/amjadali0313/actions/runs/38534726704", "_status": "success", "_host": "GitHub-Actions", "_jobs": [ { "job": 115755945544, "time": 98, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "11879068402" }, { "job": 115755945771, "time": 89, "config": "linux-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "11879987134" }, { "job": 115755945742, "time": 176, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "11881828402" }, { "job": 115755945696, "time": 134, "config": "macos-release-arm64", "r": "4.6.1", "check": "OK", "artifact": "11882746841" }, { "job": 115754865671, "time": 164, "config": "source", "r": "4.6.1", "check": "OK", "artifact": "11878794829" }, { "job": 115755945668, "time": 74, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "11879498808" }, { "job": 115755945794, "time": 49, "config": "windows-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "11879283027" }, { "job": 115755945780, "time": 60, "config": "windows-oldrel-x86_64", "r": "4.5.3", "check": "OK", "artifact": "11878844839" }, { "job": 115755945744, "time": 54, "config": "windows-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "11879268054" } ], "_upstream": "https://github.com/cran/OkNNE", "_commit": { "id": "2473f791d8107efdf9fdb3cff29f544bcdfe841f", "author": "Amjad Ali ", "committer": "cran-robot ", "message": "version 1.0.1\n", "time": 1671458409 }, "_maintainer": { "name": "Amjad Ali", "email": "aalistat1@gmail.com", "login": "amjadali0313", "linkedin": "in/amjad-ali-qadar", "description": "", "uuid": 73988157 }, "_distro": "resolute", "_registered": true, "_dependencies": [ { "package": "R", "version": ">= 3.5.0", "role": "Depends" }, { "package": "FNN", "role": "Imports" }, { "package": "stats", "role": "Imports" } ], "_owner": "cran", "_selfowned": true, "_usedby": 0, "_updates": [], "_tags": [], "_stars": 0, "_contributors": [ { "user": "amjadali0313", "count": 2, "uuid": 73988157 } ], "_userbio": { "uuid": 73988157, "type": "user", "name": "Amjad Ali", "followers": 0 }, "_downloads": { "count": 244, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/OkNNE" }, "_searchresults": 0, "_rbuild": "4.6.1", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/manual.pdf", "extra/OkNNE.html" ], "_realowner": "amjadali0313", "_cranurl": false, "_releases": [ { "version": "1.0.0", "date": "2020-08-13" }, { "version": "1.0.1", "date": "2022-12-19" } ], "_exports": [ "OKNNE" ], "_datasets": [ { "name": "SMSA", "title": "Standard Metropolitan Statistical Areas", "object": "SMSA", "file": "SMSA.rda", "class": [ "data.frame" ], "fields": [ "JanTemp", "JulyTemp", "RelHum", "Rain", "Mortality", "Education", "PopDensity", "PerNonWhite", "PerWC", "pop", "popPerhouse", "income", "HCPot", "S02Pot", "NOx" ], "rows": 59, "table": true, "tojson": true } ], "_help": [ { "page": "OkNNE-package", "title": "A k-Nearest Neighbours Ensemble via Optimal Model Selection for Regression", "topics": [ "OkNNE-package", "OkNNE" ] }, { "page": "OKNNE", "title": "Optimal k-Nearest Neighbours Ensemble", "topics": [ "OKNNE" ] }, { "page": "SMSA", "title": "Standard Metropolitan Statistical Areas", "topics": [ "SMSA" ] } ], "_rundeps": [ "FNN" ], "_score": 1, "_indexed": true, "_nocasepkg": "oknne", "_universes": [ "amjadali0313" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "1.0.1", "date": "2026-10-14T08:27:48.000Z", "distro": "resolute", "commit": "2473f791d8107efdf9fdb3cff29f544bcdfe841f", "fileid": "https://r2.ropensci.org/74c87e510366109aff644aadf762663e1ff5fd8fb09b83ca9873b6625f2729b0", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/amjadali0313/actions/runs/38534726704" }, { "r": "4.6.1", "os": "linux", "version": "1.0.1", "date": "2026-10-14T08:27:38.000Z", "distro": "resolute", "commit": "2473f791d8107efdf9fdb3cff29f544bcdfe841f", "fileid": "https://r2.ropensci.org/fc7658fbba4a29c904221bcf00f247ddee40fc4322bef5bdd1aed2e64595eeca", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/amjadali0313/actions/runs/38534726704" }, { "r": "4.5.3", "os": "mac", "version": "1.0.1", "date": "2026-10-14T09:15:56.000Z", "commit": "2473f791d8107efdf9fdb3cff29f544bcdfe841f", "fileid": "https://r2.ropensci.org/96d96a968d27217bdf41e700ea25d49e880734556ec460eed0be093513b77f2f", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/amjadali0313/actions/runs/38534726704" }, { "r": "4.6.1", "os": "mac", "version": "1.0.1", "date": "2026-10-14T09:19:33.000Z", "commit": "2473f791d8107efdf9fdb3cff29f544bcdfe841f", "fileid": "https://r2.ropensci.org/2eb9d4b05d1d6dc15689111a834f685dd661701771690ea2fb2e16bb10f6db71", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/amjadali0313/actions/runs/38534726704" }, { "r": "4.6.0", "os": "wasm", "version": "1.0.1", "date": "2026-10-14T08:27:31.000Z", "commit": "2473f791d8107efdf9fdb3cff29f544bcdfe841f", "fileid": "https://r2.ropensci.org/f956587e56c84f34662c4fcd1af9fed790520284632863cb1175159d92221f4e", "status": "success", "buildurl": "https://github.com/r-universe/amjadali0313/actions/runs/38534726704" }, { "r": "4.7.0", "os": "win", "version": "1.0.1", "date": "2026-10-14T08:26:56.000Z", "commit": "2473f791d8107efdf9fdb3cff29f544bcdfe841f", "fileid": "https://r2.ropensci.org/1700d3b2cdbc694ca3f890ba4ca1b4af2db820fe685123a35459d7bedff384c3", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/amjadali0313/actions/runs/38534726704" }, { "r": "4.5.3", "os": "win", "version": "1.0.1", "date": "2026-10-14T08:27:03.000Z", "commit": "2473f791d8107efdf9fdb3cff29f544bcdfe841f", "fileid": "https://r2.ropensci.org/2ef86c85f211cc25c73aea3fcab76934588d445e68d3fb414de8d9bfd92a4d36", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/amjadali0313/actions/runs/38534726704" }, { "r": "4.6.1", "os": "win", "version": "1.0.1", "date": "2026-10-14T08:26:59.000Z", "commit": "2473f791d8107efdf9fdb3cff29f544bcdfe841f", "fileid": "https://r2.ropensci.org/a5306fb43a278f6b44a389a8931bc701c2afc338f580d9eac249f27503a82600", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/amjadali0313/actions/runs/38534726704" } ] }