{ "_id": "6ad881dc4b18b9008999ae87", "Package": "MTLRF", "Type": "Package", "Title": "Random Forest Regression with Modified Topp-Leone Error Model", "Version": "1.0.0", "Date": "2026-08-18", "Authors@R": "c(\nperson(\"Shikhar\", \"Tyagi\", email = \"shikhar1093tyagi@gmail.com\", role = c(\"aut\", \"cre\"), comment = c(ORCID = \"0000-0003-1606-0844\")),\nperson(\"Aruna\", \"Rajballie\", email = \"aruna.rajballie@utt.edu.tt\", role = \"aut\"),\nperson(\"Vrijesh\", \"Tripathi\", email = \"vrijesh.tripathi@uwi.edu\", role = \"aut\")\n)", "Description": "Implements Random Forest regression under the Modified\nTopp-Leone (MTL) distribution error model. Provides core\ndistribution functions (density, cumulative distribution, exact\nclosed-form quantile, random generation, hazard, and survival),\nparameter estimation via closed-form\nExpectation-Maximization/Maximum Likelihood (EM/MLE) and\nBayesian Markov Chain Monte Carlo (MCMC), non-parametric\nbootstrap confidence intervals (at 90%, 95%, and 99% levels),\nHighest Posterior Density (HPD) intervals, Heidelberger and\nWelch MCMC convergence diagnostics, model evaluation metrics\n(estimated values, bias, mean squared error, risk value),\nhomoscedastic prediction intervals, and goodness-of-fit\ndiagnostic tests (Kolmogorov-Smirnov and Anderson-Darling\ntests, Akaike Information Criterion, and Bayesian Information\nCriterion). References: Breiman (2001)\n; Singh, Tyagi, Singh, and Tyagi\n(2025) ; Topp and Leone (1955)\n; Wright and Ziegler (2017)\n; Plummer, Best, Cowles, and Vines\n(2006) ; Heidelberger\nand Welch (1983) .", "License": "GPL (>= 3)", "Encoding": "UTF-8", "RoxygenNote": "7.3.3", "Config/testthat/edition": "3", "Language": "en-US", "NeedsCompilation": "no", "Packaged": { "Date": "2026-10-21 09:09:27 UTC", "User": "root" }, "Author": "Shikhar Tyagi [aut, cre] (ORCID:\n), Aruna Rajballie\n[aut], Vrijesh Tripathi [aut]", "Maintainer": "Shikhar Tyagi ", "Repository": "https://shikhartyagi.r-universe.dev", "Date/Publication": "2026-08-21 13:10:42 UTC", "RemoteUrl": "https://github.com/cran/MTLRF", "RemoteRef": "HEAD", "RemoteSha": "4a305d4cd90c7a395fe2ac4a55a1f01125ba6ce8", "_user": "shikhartyagi", "_type": "src", "_file": "MTLRF_1.0.0.tar.gz", "_fileid": "https://r2.ropensci.org/2424ffea0675f82c888dd9551e43829ed51ce9a8647188efec59fef02a3b7d62", "_filesize": 237516, "_sha256": "2424ffea0675f82c888dd9551e43829ed51ce9a8647188efec59fef02a3b7d62", "_expires": "2027-01-29T09:11:54.000Z", "_created": "2026-10-21T09:09:27.000Z", "_published": "2026-10-21T09:11:56.525Z", "_buildurl": "https://github.com/r-universe/shikhartyagi/actions/runs/39574096863", "_status": "success", "_host": "GitHub-Actions", "_jobs": [ { "job": 119137564816, "time": 112, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "12333028032" }, { "job": 119137564620, "time": 103, "config": "linux-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "12333322478" }, { "job": 119137564630, "time": 84, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "12333901306" }, { "job": 119137564687, "time": 103, "config": "macos-release-arm64", "r": "4.6.1", "check": "OK", "artifact": "12332979434" }, { "job": 119135318590, "time": 310, "config": "source", "r": "4.6.1", "check": "OK", "artifact": "12334121118" }, { "job": 119137564540, "time": 78, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "12334026169" }, { "job": 119137564703, "time": 64, "config": "windows-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "12333607001" }, { "job": 119137564731, "time": 77, "config": "windows-oldrel-x86_64", "r": "4.5.3", "check": "OK", "artifact": "12333796868" }, { "job": 119137564733, "time": 76, "config": "windows-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "12333676676" } ], "_upstream": "https://github.com/cran/MTLRF", "_commit": { "id": "4a305d4cd90c7a395fe2ac4a55a1f01125ba6ce8", "author": "Shikhar Tyagi ", "committer": "cran-robot ", "message": "version 1.0.0\n", "time": 1787317842 }, "_maintainer": { "name": "Shikhar Tyagi", "email": "shikhar1093tyagi@gmail.com", "login": "shikhartyagi", "description": "Lecturer, Department of Mathematics and Statistics, The University of the West Indies, Trinidad and Tobago. 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