{ "_id": "6ad1c3bc29625c14e47ae6f7", "Package": "WaveletRF", "Type": "Package", "Title": "Wavelet-RF Hybrid Model for Time Series Forecasting", "Version": "0.1.0", "Authors@R": "c(person(\"Ranjit Kumar\", \"Paul\", role = c(\"aut\",\"cre\"), email = \"ranjitstat@gmail.com\"),\nperson(\"Md\", \"Yeasin\", role = \"aut\", email = \"yeasin.iasri@gmail.com\"))", "Author": "Ranjit Kumar Paul [aut, cre], Md Yeasin [aut]", "Maintainer": "Ranjit Kumar Paul ", "Description": "The Wavelet Decomposition followed by Random Forest\nRegression (RF) models have been applied for time series\nforecasting. The maximum overlap discrete wavelet transform\n(MODWT) algorithm was chosen as it works for any length of the\nseries. The series is first divided into training and testing\nsets. In each of the wavelet decomposed series, the supervised\nmachine learning approach namely random forest was employed to\ntrain the model. This package also provides accuracy metrics in\nthe form of Root Mean Square Error (RMSE) and Mean Absolute\nPrediction Error (MAPE). This package is based on the algorithm\nof Ding et al. (2021) .", "License": "GPL-3", "Encoding": "UTF-8", "RoxygenNote": "7.1.2", "NeedsCompilation": "no", "Packaged": { "Date": "2026-10-16 06:22:46 UTC", "User": "root" }, "Config/pak/sysreqs": "cmake texlive libssl-dev", "Repository": "https://ranjitstat.r-universe.dev", "Date/Publication": "2022-02-22 06:30:02 UTC", "RemoteUrl": "https://github.com/cran/WaveletRF", "RemoteRef": "HEAD", "RemoteSha": "eaaa25b1c130df0513e53194889b1aba4435b03b", "_user": "ranjitstat", "_type": "src", "_file": "WaveletRF_0.1.0.tar.gz", "_fileid": "https://r2.ropensci.org/6f247cac2d6433d501bebee9a94be1940f47e828615883fb1c9eb79f13ce3de8", "_filesize": 87643, "_sha256": "6f247cac2d6433d501bebee9a94be1940f47e828615883fb1c9eb79f13ce3de8", "_expires": "2027-01-24T06:27:06.000Z", "_created": "2026-10-16T06:22:46.000Z", "_published": "2026-10-16T06:27:08.256Z", "_buildurl": "https://github.com/r-universe/ranjitstat/actions/runs/38860506302", "_status": "success", "_host": "GitHub-Actions", "_jobs": [ { "job": 116842714286, "time": 161, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "12029325816" }, { "job": 116842714197, "time": 149, "config": "linux-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "12029360687" }, { "job": 116842714231, "time": 99, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "12029445435" }, { "job": 116842714126, "time": 124, "config": "macos-release-arm64", "r": "4.6.1", "check": "OK", "artifact": "12028949015" }, { "job": 116841581776, "time": 230, "config": "source", "r": "4.6.1", "check": "OK", "artifact": "12029242038" }, { "job": 116842714187, "time": 141, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "12028923816" }, { "job": 116842714332, "time": 96, "config": "windows-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "12028508828" }, { "job": 116842714282, "time": 72, "config": "windows-oldrel-x86_64", "r": "4.5.3", "check": "OK", "artifact": "12028299186" }, { "job": 116842714318, "time": 89, "config": "windows-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "12028718234" } ], "_upstream": "https://github.com/cran/WaveletRF", "_commit": { "id": "eaaa25b1c130df0513e53194889b1aba4435b03b", "author": "Ranjit Kumar Paul ", "committer": "cran-robot ", "message": "version 0.1.0\n", "time": 1645511402 }, "_maintainer": { "name": "Ranjit Kumar Paul", "email": "ranjitstat@gmail.com", "login": "ranjitstat", "description": "Scientist (Agricultural Statistics)", "uuid": 77777756 }, "_distro": "resolute", "_registered": true, "_dependencies": [ { "package": "stats", "role": "Imports" }, { "package": "wavelets", "role": "Imports" }, { "package": "fracdiff", "role": "Imports" }, { "package": "forecast", "role": "Imports" }, { "package": "randomForest", "role": "Imports" }, { "package": "tsutils", "role": "Imports" } ], "_owner": "cran", "_selfowned": true, "_usedby": 0, "_updates": [], "_tags": [], "_stars": 0, "_contributors": [ { "user": "ranjitstat", "count": 1, "uuid": 77777756 } ], "_userbio": { "uuid": 77777756, "type": "user", "name": "Ranjit Kumar Paul", "followers": 1, "description": "Scientist (Agricultural Statistics)" }, "_downloads": { "count": 257, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/WaveletRF" }, "_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/WaveletRF.html" ], "_realowner": "ranjitstat", "_cranurl": false, "_releases": [ { "version": "0.1.0", "date": "2022-02-22" } ], "_exports": [ "WaveletFitting", "WaveletFittingRF" ], "_help": [ { "page": "WaveletFitting", "title": "Wavelet Transform Using Maximal Overlap Discrete Wavelet Transform (MODWT) Algorithm", "topics": [ "WaveletFitting" ] }, { "page": "WaveletFittingRF", "title": "Wavelet-RF Hybrid Model for Forecasting", "topics": [ "WaveletFittingRF" ] } ], "_rundeps": [ "askpass", "cli", "colorspace", "cpp11", "curl", "farver", "forecast", "fracdiff", "generics", "ggplot2", "glue", "greybox", "gtable", "httr", "isoband", "jsonlite", "labeling", "lattice", "lifecycle", "lmtest", "magrittr", "MAPA", "MASS", "mime", "nlme", "nloptr", "nnet", "openssl", "plotrix", "pracma", "R6", "randomForest", "RColorBrewer", "Rcpp", "RcppArmadillo", "rlang", "S7", "scales", "smooth", "statmod", "sys", "texreg", "timeDate", "tsutils", "urca", "vctrs", "viridisLite", "wavelets", "withr", "xtable", "zoo" ], "_score": 1, "_indexed": true, "_nocasepkg": "waveletrf", "_universes": [ "ranjitstat" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "0.1.0", "date": "2026-10-16T06:25:21.000Z", "distro": "resolute", "commit": "eaaa25b1c130df0513e53194889b1aba4435b03b", "fileid": "https://r2.ropensci.org/a4ecd88a9f730f4a47b158ad78d57ccea0a897599ef1db1c670e8b647e2abc7e", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/ranjitstat/actions/runs/38860506302" }, { "r": "4.6.1", "os": "linux", "version": "0.1.0", "date": "2026-10-16T06:25:12.000Z", "distro": "resolute", "commit": "eaaa25b1c130df0513e53194889b1aba4435b03b", "fileid": "https://r2.ropensci.org/332fa006dea321eef3dc952b1556ea5d70799e863dc64c15e3f01dad2f42ce4f", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/ranjitstat/actions/runs/38860506302" }, { "r": "4.5.3", "os": "mac", "version": "0.1.0", "date": "2026-10-16T06:25:30.000Z", "commit": "eaaa25b1c130df0513e53194889b1aba4435b03b", "fileid": "https://r2.ropensci.org/cb4256e0f8b64848cc03d48093b4cdba8925bc95ab5c30fd8a25472c4942efbd", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/ranjitstat/actions/runs/38860506302" }, { "r": "4.6.1", "os": "mac", "version": "0.1.0", "date": "2026-10-16T06:26:10.000Z", "commit": "eaaa25b1c130df0513e53194889b1aba4435b03b", "fileid": "https://r2.ropensci.org/0bb6d2d8cd6f1c152c14c6b938e12f4c8ec553b200b1f5c52b840d23b383d9c7", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/ranjitstat/actions/runs/38860506302" }, { "r": "4.6.0", "os": "wasm", "version": "0.1.0", "date": "2026-10-16T06:25:26.000Z", "commit": "eaaa25b1c130df0513e53194889b1aba4435b03b", "fileid": "https://r2.ropensci.org/722c8c4f536488263a2cb4a7ac2c56c3051cbc16c5430154f1c4ec75c84265ad", "status": "success", "buildurl": "https://github.com/r-universe/ranjitstat/actions/runs/38860506302" }, { "r": "4.7.0", "os": "win", "version": "0.1.0", "date": "2026-10-16T06:24:07.000Z", "commit": "eaaa25b1c130df0513e53194889b1aba4435b03b", "fileid": "https://r2.ropensci.org/ec6384f9a148a1f256b04c7a9bd7229d32f53cfecf3cbf80c19a0e6624794f80", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/ranjitstat/actions/runs/38860506302" }, { "r": "4.5.3", "os": "win", "version": "0.1.0", "date": "2026-10-16T06:23:55.000Z", "commit": "eaaa25b1c130df0513e53194889b1aba4435b03b", "fileid": "https://r2.ropensci.org/36bc3df5c92543acadc4ef7201c831dd00e1afc23f974b0fe5a6dede42bbb555", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/ranjitstat/actions/runs/38860506302" }, { "r": "4.6.1", "os": "win", "version": "0.1.0", "date": "2026-10-16T06:24:00.000Z", "commit": "eaaa25b1c130df0513e53194889b1aba4435b03b", "fileid": "https://r2.ropensci.org/d20c0146a8ac440761f6d174014daffa155d6a8212eb8a34cf66f1b32d81c416", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/ranjitstat/actions/runs/38860506302" } ] }