{ "_id": "6a16bcd8acfb0bcc41d87347", "Package": "EEML", "Type": "Package", "Title": "Ensemble Explainable Machine Learning Models", "Version": "0.1.1", "Authors@R": "c(person(\"Dr. Md\", \"Yeasin\", role = \"aut\", email = \"yeasin.iasri@gmail.com\"),\nperson(\"Dr. Ranjit Kumar\", \"Paul\", role = c(\"aut\",\"cre\"), email = \"ranjitstat@gmail.com\"),\nperson(\"Dr. Dipanwita\", \"Haldar\", role = \"aut\")\n)", "Author": "Dr. Md Yeasin [aut], Dr. Ranjit Kumar Paul [aut, cre], Dr.\nDipanwita Haldar [aut]", "Maintainer": "Dr. Ranjit Kumar Paul ", "Description": "We introduced a novel ensemble-based explainable machine\nlearning model using Model Confidence Set (MCS) and two stage\nTechnique for Order of Preference by Similarity to Ideal\nSolution (TOPSIS) algorithm. The model combined the predictive\ncapabilities of different machine-learning models and\nintegrates the interpretability of explainability methods. To\ndevelop the proposed algorithm, a two-stage Technique for Order\nof Preference by Similarity to Ideal Solution (TOPSIS)\nframework was employed. The package has been developed using\nthe algorithm of Paul et al. (2023)\n and Yeasin and Paul (2024)\n.", "License": "GPL-3", "Encoding": "UTF-8", "RoxygenNote": "7.2.1", "NeedsCompilation": "no", "Packaged": { "Date": "2026-05-27 09:41:36 UTC", "User": "root" }, "Repository": "https://ranjitstat.r-universe.dev", "Date/Publication": "2024-08-02 02:45:24 UTC", "RemoteUrl": "https://github.com/cran/EEML", "RemoteRef": "HEAD", "RemoteSha": "c8adedecd719a1754bee3559257e634bfd6e40f7", "MD5sum": "415b6ef844e74da239cbbe8a192b29fe", "_user": "ranjitstat", "_type": "src", "_file": "EEML_0.1.1.tar.gz", "_fileid": "a4c495f1100253b4d356869d61abe58066f1eefef631ada58058b9fe7f419974", "_filesize": 82275, "_sha256": "a4c495f1100253b4d356869d61abe58066f1eefef631ada58058b9fe7f419974", "_created": "2026-05-27T09:41:36.000Z", "_published": "2026-05-27T09:43:52.523Z", "_distro": "noble", "_jobs": [ { "job": 78049957983, "time": 103, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "7237153187" }, { "job": 78049957949, "time": 89, "config": "linux-release-x86_64", "r": "4.6.0", "check": "OK", "artifact": "7237148389" }, { "job": 78049957915, "time": 101, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "7237151894" }, { "job": 78049957964, "time": 65, "config": "macos-release-arm64", "r": "4.6.0", "check": "OK", "artifact": "7237140808" }, { "job": 78049463515, "time": 178, "config": "source", "r": "4.6.0", "check": "OK", "artifact": "7237116390" }, { "job": 78049957928, "time": 90, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "7237148293" }, { "job": 78049958128, "time": 81, "config": "windows-devel", "r": "4.7.0", "check": "OK", "artifact": "7237145926" }, { "job": 78049958003, "time": 67, "config": "windows-oldrel", "r": "4.5.3", "check": "OK", "artifact": "7237141062" }, { "job": 78049958108, "time": 59, "config": "windows-release", "r": "4.6.0", "check": "OK", "artifact": "7237138412" } ], "_buildurl": "https://github.com/r-universe/ranjitstat/actions/runs/26503394495", "_status": "success", "_host": "GitHub-Actions", "_upstream": "https://github.com/cran/EEML", "_commit": { "id": "c8adedecd719a1754bee3559257e634bfd6e40f7", "author": "Dr. Ranjit Kumar Paul ", "committer": "cran-robot ", "message": "version 0.1.1\n", "time": 1722566724 }, "_maintainer": { "name": "Dr. Ranjit Kumar Paul", "email": "ranjitstat@gmail.com", "login": "ranjitstat", "description": "Scientist (Agricultural Statistics)", "uuid": 77777756 }, "_registered": true, "_dependencies": [ { "package": "stats", "role": "Imports" }, { "package": "MCS", "role": "Imports" }, { "package": "WeightedEnsemble", "role": "Imports" }, { "package": "topsis", "role": "Imports" } ], "_owner": "cran", "_selfowned": true, "_usedby": 0, "_updates": [], "_tags": [], "_stars": 0, "_contributors": [ { "user": "yeasinstat", "count": 1, "uuid": 79252818 }, { "user": "ranjitstat", "count": 1, "uuid": 77777756 } ], "_userbio": { "uuid": 77777756, "type": "user", "name": "Ranjit Kumar Paul", "description": "Scientist (Agricultural Statistics)" }, "_downloads": { "count": 174, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/EEML" }, "_searchresults": 0, "_rbuild": "4.6.0", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/EEML.html", "manual.pdf" ], "_realowner": "ranjitstat", "_cranurl": false, "_releases": [ { "version": "0.1.0", "date": "2024-07-14" }, { "version": "0.1.1", "date": "2024-08-01" } ], "_exports": [ "EEML", "ModelSel", "Weight" ], "_help": [ { "page": "EEML", "title": "Ensemble Explainable Machine Learning Models", "topics": [ "EEML" ] }, { "page": "ModelSel", "title": "Selection of Superior Models Using MSC Algorithm", "topics": [ "ModelSel" ] }, { "page": "Weight", "title": "Selection of Superior Models Using MSC Algorithm", "topics": [ "Weight" ] } ], "_rundeps": [ "MCS", "metaheuristicOpt", "topsis", "WeightedEnsemble" ], "_score": 1, "_indexed": true, "_nocasepkg": "eeml", "_universes": [ "ranjitstat" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "0.1.1", "date": "2026-05-27T09:43:27.000Z", "distro": "noble", "commit": "c8adedecd719a1754bee3559257e634bfd6e40f7", "fileid": "ee4d83b4db89c6a805e8e8cda5d5fe07321748f6958b106eebf87f49b0248b45", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/ranjitstat/actions/runs/26503394495" }, { "r": "4.6.0", "os": "linux", "version": "0.1.1", "date": "2026-05-27T09:43:13.000Z", "distro": "noble", "commit": "c8adedecd719a1754bee3559257e634bfd6e40f7", "fileid": "ddae1ed24d06c0c2c4a8a6f3f5cde60d4a02260d80cda19299150928c2108213", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/ranjitstat/actions/runs/26503394495" }, { "r": "4.5.3", "os": "mac", "version": "0.1.1", "date": "2026-05-27T09:43:24.000Z", "commit": "c8adedecd719a1754bee3559257e634bfd6e40f7", "fileid": "8b8c8bc8c3e61bc9ceb8c3817505d757682053e75c787a4a8b547f3abf3f144a", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/ranjitstat/actions/runs/26503394495" }, { "r": "4.6.0", "os": "mac", "version": "0.1.1", "date": "2026-05-27T09:42:54.000Z", "commit": "c8adedecd719a1754bee3559257e634bfd6e40f7", "fileid": "b98b674cee24eb0d34646c45d46041efb521129d1a5f17e3c4c05c4c2750b155", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/ranjitstat/actions/runs/26503394495" }, { "r": "4.6.0", "os": "wasm", "version": "0.1.1", "date": "2026-05-27T09:43:24.000Z", "commit": "c8adedecd719a1754bee3559257e634bfd6e40f7", "fileid": "e5402061f618fa958d854479ec89f2db6696107dc93a25f69c1e3498cf7b7330", "status": "success", "buildurl": "https://github.com/r-universe/ranjitstat/actions/runs/26503394495" }, { "r": "4.7.0", "os": "win", "version": "0.1.1", "date": "2026-05-27T09:43:02.000Z", "commit": "c8adedecd719a1754bee3559257e634bfd6e40f7", "fileid": "d3f968b6d3a5a81f430392a4a94e289446f712c2a2475b0ed66cb3751bf79d2c", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/ranjitstat/actions/runs/26503394495" }, { "r": "4.5.3", "os": "win", "version": "0.1.1", "date": "2026-05-27T09:42:48.000Z", "commit": "c8adedecd719a1754bee3559257e634bfd6e40f7", "fileid": "f2fd55c90e521bcc3c858a49b8116e16fde17c4df3de27f66bf6bfe84ea274db", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/ranjitstat/actions/runs/26503394495" }, { "r": "4.6.0", "os": "win", "version": "0.1.1", "date": "2026-05-27T09:42:40.000Z", "commit": "c8adedecd719a1754bee3559257e634bfd6e40f7", "fileid": "e5e6f5d779ca4c61ca9251df88c7f3514d2b2f37026374799ca329b563582b87", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/ranjitstat/actions/runs/26503394495" } ] }