{ "_id": "6a1f2e4bb401979e73426a0c", "Package": "GMDH2", "Type": "Package", "Title": "Binary Classification via GMDH-Type Neural Network Algorithms", "Version": "1.8", "Date": "2022-10-26", "Author": "Osman Dag [aut, cre], Erdem Karabulut [aut], Reha Alpar [aut],\nMerve Kasikci [ctb]", "Maintainer": "Osman Dag ", "URL": "http://www.softmed.hacettepe.edu.tr/GMDH2", "Description": "Performs binary classification via Group Method of Data\nHandling (GMDH) - type neural network algorithms. There exist\ntwo main algorithms available in GMDH() and dceGMDH()\nfunctions. GMDH() performs classification via GMDH algorithm\nfor a binary response and returns important variables.\ndceGMDH() performs classification via diverse classifiers\nensemble based on GMDH (dce-GMDH) algorithm. Also, the package\nproduces a well-formatted table of descriptives for a binary\nresponse. Moreover, it produces confusion matrix, its related\nstatistics and scatter plot (2D and 3D) with classification\nlabels of binary classes to assess the prediction performance.\nAll 'GMDH2' functions are designed for a binary response (Dag\net al., 2019,\n).", "License": "GPL (>= 2)", "NeedsCompilation": "no", "Packaged": { "Date": "2026-05-15 09:29:51 UTC", "User": "root" }, "Config/pak/sysreqs": "cmake make libicu-dev libuv1-dev libssl-dev", "Repository": "https://osmandag.r-universe.dev", "Date/Publication": "2022-10-26 14:27:52 UTC", "RemoteUrl": "https://github.com/cran/GMDH2", "RemoteRef": "HEAD", "RemoteSha": "cc1996c8d9337bb6339a58a575fcbd8cca66f829", "MD5sum": "ea07cd6f0e609ed5f0a817367415746e", "_user": "osmandag", "_type": "src", "_file": "GMDH2_1.8.tar.gz", "_fileid": "2b62e42565057ea6bb0d5a0e2e9f7b19e4b1fb5d3d2b97b9a2a5d624bbf150ed", "_filesize": 207502, "_sha256": "2b62e42565057ea6bb0d5a0e2e9f7b19e4b1fb5d3d2b97b9a2a5d624bbf150ed", "_created": "2026-05-15T09:29:51.000Z", "_published": "2026-06-02T19:26:03.003Z", "_distro": "noble", "_jobs": [ { "job": 79154026231, "time": 164, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "7014131426" }, { "job": 79154025917, "time": 179, "config": "linux-release-x86_64", "r": "4.6.0", "check": "OK", "artifact": "7014135196" }, { "job": 79154026200, "time": 302, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "7014171817" }, { "job": 79154025945, "time": 117, "config": "macos-release-arm64", "r": "4.6.0", "check": "OK", "artifact": "7014117895" }, { "job": 79154025857, "time": 232, "config": "source", "r": "4.6.0", "check": "OK", "artifact": "7014082446" }, { "job": 79154025562, "time": 127, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "7367696815" }, { "job": 79154026133, "time": 111, "config": "windows-devel", "r": "4.7.0", "check": "OK", "artifact": "7014115641" }, { "job": 79154026252, "time": 112, "config": "windows-oldrel", "r": "4.5.3", "check": "OK", "artifact": "7014116622" }, { "job": 79154026203, "time": 120, "config": "windows-release", "r": "4.6.0", "check": "OK", "artifact": "7014118091" } ], "_buildurl": "https://github.com/r-universe/osmandag/actions/runs/25910502049", "_status": "success", "_host": "GitHub-Actions", "_upstream": "https://github.com/cran/GMDH2", "_commit": { "id": "cc1996c8d9337bb6339a58a575fcbd8cca66f829", "author": "Osman Dag ", "committer": "cran-robot ", "message": "version 1.8\n", "time": 1666794472 }, "_maintainer": { "name": "Osman Dag", "email": "osman.dag@outlook.com", "login": "osmandag", "uuid": 35957796 }, "_registered": true, "_dependencies": [ { "package": "R", "version": ">= 3.2.2", "role": "Depends" }, { "package": "e1071", "role": "Imports" }, { "package": "utils", "role": "Imports" }, { "package": "graphics", "role": "Imports" }, { "package": "stats", "role": "Imports" }, { "package": "randomForest", "role": "Imports" }, { "package": "glmnet", "role": "Imports" }, { "package": "nnet", "role": "Imports" }, { "package": "MASS", "role": "Imports" }, { "package": "plotly", "role": "Imports" }, { "package": "magrittr", "role": "Imports" }, { "package": "xtable", "role": "Imports" }, { "package": "mlbench", "role": "Suggests" } ], "_owner": "cran", "_selfowned": true, "_usedby": 0, "_updates": [], "_tags": [], "_stars": 1, "_contributors": [ { "user": "osmandag", "count": 4, "uuid": 35957796 } ], "_userbio": { "uuid": 35957796, "type": "user", "name": "Osman Dag" }, "_downloads": { "count": 199, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/GMDH2" }, "_searchresults": 21, "_rbuild": "4.6.0", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/GMDH2.html", "manual.pdf" ], "_realowner": "osmandag", "_cranurl": false, "_releases": [ { "version": "1.0", "date": "2018-04-06" }, { "version": "1.1", "date": "2018-04-14" }, { "version": "1.2", "date": "2018-04-30" }, { "version": "1.3", "date": "2018-05-15" }, { "version": "1.4", "date": "2018-06-23" }, { "version": "1.5", "date": "2019-07-22" }, { "version": "1.6", "date": "2021-04-28" }, { "version": "1.7", "date": "2022-09-06" }, { "version": "1.8", "date": "2022-10-26" } ], "_exports": [ "confMat", "cplot2d", "cplot3d", "dceGMDH", "GMDH", "Table" ], "_help": [ { "page": "GMDH2", "title": "Binary Classification via GMDH-Type Neural Network Algorithms", "topics": [ "GMDH2-package" ] }, { "page": "confMat", "title": "Confusion Matrix", "topics": [ "confMat", "confMat.default", "confMat.table" ] }, { "page": "cplot2d", "title": "2D Scatter Plot with Classification Labels", "topics": [ "cplot2d" ] }, { "page": "cplot3d", "title": "3D Scatter Plot with Classification Labels", "topics": [ "cplot3d" ] }, { "page": "dceGMDH", "title": "Diverse Classifiers Ensemble Based on GMDH-Type Neural Network Algorithm for Binary Classification", "topics": [ "dceGMDH" ] }, { "page": "GMDH", "title": "Feature Selection and Classification via GMDH-Type Neural Network Algorithm for a Binary Response", "topics": [ "GMDH" ] }, { "page": "plot.GMDHplot", "title": "Plotting Using GMDH and dce-GMDH Algorithms for Binary Classification", "topics": [ "plot.GMDHplot" ] }, { "page": "predict.dceGMDH", "title": "Predicting Using dce-GMDH Algorithm for Binary Classification", "topics": [ "predict.dceGMDH" ] }, { "page": "predict.GMDH", "title": "Predicting Using GMDH Algorithm for Binary Classification", "topics": [ "predict.GMDH" ] }, { "page": "Table", "title": "Table for Simple Descriptive Statistics", "topics": [ "Table" ] } ], "_rundeps": [ "askpass", "base64enc", "bslib", "cachem", "class", "cli", "codetools", "cpp11", "crosstalk", "curl", "data.table", "digest", "dplyr", "e1071", "evaluate", "farver", "fastmap", "fontawesome", "foreach", "fs", "generics", "ggplot2", "glmnet", "glue", "gtable", "highr", "htmltools", "htmlwidgets", "httr", "isoband", "iterators", "jquerylib", "jsonlite", "knitr", "labeling", "later", "lattice", "lazyeval", "lifecycle", "magrittr", "MASS", "Matrix", "memoise", "mime", "nnet", "openssl", "otel", "pillar", "pkgconfig", "plotly", "promises", "proxy", "purrr", "R6", "randomForest", "rappdirs", "RColorBrewer", "Rcpp", "RcppEigen", "rlang", "rmarkdown", "S7", "sass", "scales", "shape", "stringi", "stringr", "survival", "sys", "tibble", "tidyr", "tidyselect", "tinytex", "utf8", "vctrs", "viridisLite", "withr", "xfun", "xtable", "yaml" ], "_score": 1.3222192947339193, "_indexed": true, "_nocasepkg": "gmdh2", "_universes": [ "osmandag" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "1.8", "date": "2026-05-15T09:32:18.000Z", "distro": "noble", "commit": "cc1996c8d9337bb6339a58a575fcbd8cca66f829", "fileid": "e5b6b0ef23f50f4125d7fc360a00a00abc69edeb0b8f9aa04ff588e9fb592264", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/osmandag/actions/runs/25910502049" }, { "r": "4.6.0", "os": "linux", "version": "1.8", "date": "2026-05-15T09:32:29.000Z", "distro": "noble", "commit": "cc1996c8d9337bb6339a58a575fcbd8cca66f829", "fileid": "7c52d776e5c954fa340cf6fdec4bff349f6b120e2a4801f312268de2df7438f5", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/osmandag/actions/runs/25910502049" }, { "r": "4.5.3", "os": "mac", "version": "1.8", "date": "2026-05-15T09:31:44.000Z", "commit": "cc1996c8d9337bb6339a58a575fcbd8cca66f829", "fileid": "669de5e4248d9fee93bec2c1823a3c3758c678173ee5bc594a09de075a04dd0f", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/osmandag/actions/runs/25910502049" }, { "r": "4.6.0", "os": "mac", "version": "1.8", "date": "2026-05-15T09:31:43.000Z", "commit": "cc1996c8d9337bb6339a58a575fcbd8cca66f829", "fileid": "9478d8eff0da729adc2c91395a629ca1bc12752dad73263b8786190da16e67a6", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/osmandag/actions/runs/25910502049" }, { "r": "4.7.0", "os": "win", "version": "1.8", "date": "2026-05-15T09:31:18.000Z", "commit": "cc1996c8d9337bb6339a58a575fcbd8cca66f829", "fileid": "01dd8748dc0f0ce8d98ced3d0508dd0ff58d1c1cdfa64bef383ea4f32c530efc", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/osmandag/actions/runs/25910502049" }, { "r": "4.5.3", "os": "win", "version": "1.8", "date": "2026-05-15T09:31:23.000Z", "commit": "cc1996c8d9337bb6339a58a575fcbd8cca66f829", "fileid": "56a4806d15d1d99d411e3eaab307ae5234cc8a22aec488695e5a01fe99003810", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/osmandag/actions/runs/25910502049" }, { "r": "4.6.0", "os": "win", "version": "1.8", "date": "2026-05-15T09:31:26.000Z", "commit": "cc1996c8d9337bb6339a58a575fcbd8cca66f829", "fileid": "1f3cf35d16a931ff2ef4b829c2ca9863443d2472c43c449b428d86f9dabbbe8a", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/osmandag/actions/runs/25910502049" }, { "r": "4.6.0", "os": "wasm", "version": "1.8", "date": "2026-06-02T19:25:29.000Z", "commit": "cc1996c8d9337bb6339a58a575fcbd8cca66f829", "fileid": "f35068a9d9fa66bf7558133fef1454af4e342f9cf91adcab89dc0bee63670b2c", "status": "success", "buildurl": "https://github.com/r-universe/osmandag/actions/runs/25910502049" } ] }