{
  "_id": "6ae5d23b95ca2370cc8d1a6b",
  "Package": "densemlp",
  "Title": "Dense Neural Networks for Tabular Regression, Classification and\nSurvival",
  "Version": "0.7.1",
  "Authors@R": "person(\"Imad\", \"El Badisy\", email = \"elbadisyimad@gmail.com\", role = c(\"aut\", \"cre\"))",
  "Description": "Dense feed-forward neural networks (multilayer\nperceptrons) for tabular regression, classification and\nsurvival analysis, with a formula or x/y interface. Supports\nresidual and gated hidden blocks, batch normalization,\nper-layer dropout, learned cross-feature interactions,\nexponential moving-average weights, learning-rate schedules,\ninternal bootstrap ensembles and Adam optimization. Survival\noutcomes are trained with either a batch-wise Breslow-tie Cox\npartial likelihood or a discrete-time\ninverse-probability-of-censoring-weighted integrated Brier\nscore. The numerical kernels are implemented natively in C++\nvia 'RcppArmadillo', with no external deep learning framework\ndependency (no 'torch' / 'libtorch'). Companion helpers provide\nk-fold cross-validation, hyperparameter search and task-aware\nevaluation metrics.",
  "URL": "https://CRAN.R-project.org/package=densemlp",
  "BugReports": "https://github.com/ielbadisy/densemlp/issues",
  "License": "MIT + file LICENSE",
  "Encoding": "UTF-8",
  "RoxygenNote": "7.3.3",
  "Config/testthat/edition": "3",
  "VignetteBuilder": "knitr",
  "NeedsCompilation": "yes",
  "Packaged": {
    "Date": "2026-10-31 11:30:01 UTC",
    "User": "root"
  },
  "Author": "Imad El Badisy [aut, cre]",
  "Maintainer": "Imad El Badisy <elbadisyimad@gmail.com>",
  "Repository": "https://cran.r-universe.dev",
  "Date/Publication": "2026-09-01 08:30:19 UTC",
  "RemoteUrl": "https://github.com/cran/densemlp",
  "RemoteRef": "HEAD",
  "RemoteSha": "cf377be352c7da6659882c4ee5410a1754d3947b",
  "_user": "cran",
  "_type": "src",
  "_file": "densemlp_0.7.1.tar.gz",
  "_fileid": "https://r2.ropensci.org/52348c2053b59f33a6fa3c5c7374aad029c1f9da259b590e3553f9614975af45",
  "_filesize": 220282,
  "_sha256": "52348c2053b59f33a6fa3c5c7374aad029c1f9da259b590e3553f9614975af45",
  "_expires": "2027-02-08T11:34:17.000Z",
  "_created": "2026-10-31T11:30:01.000Z",
  "_published": "2026-10-31T11:34:19.205Z",
  "_upstream": "https://github.com/cran/densemlp",
  "_status": "success",
  "_maintainer": {
    "name": "Imad El Badisy",
    "email": "elbadisyimad@gmail.com",
    "login": "ielbadisy",
    "description": "PhD, Research Engineer in Biostatistics | Health Data Scientist",
    "uuid": 52789515
  },
  "_jobs": [
    {
      "job": 124525458686,
      "time": 123,
      "config": "linux-devel-arm64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "13040454861"
    },
    {
      "job": 124525458610,
      "time": 126,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "13041002619"
    },
    {
      "job": 124525458661,
      "time": 124,
      "config": "linux-release-arm64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "13041257003"
    },
    {
      "job": 124525458677,
      "time": 124,
      "config": "linux-release-x86_64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "13041133944"
    },
    {
      "job": 124524901747,
      "time": 169,
      "config": "source",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "13041455047"
    },
    {
      "job": 124525458611,
      "time": 120,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "13040418289"
    },
    {
      "job": 124525458722,
      "time": 215,
      "config": "windows-devel-arm64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "13040524930"
    },
    {
      "job": 124525458674,
      "time": 168,
      "config": "windows-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "13041406066"
    },
    {
      "job": 124525458667,
      "time": 190,
      "config": "windows-release-arm64",
      "r": "4.6.2",
      "check": "OK",
      "artifact": "13040653144"
    },
    {
      "job": 124525458681,
      "time": 130,
      "config": "windows-release-x86_64",
      "r": "4.6.2",
      "check": "OK",
      "artifact": "13040837878"
    }
  ],
  "_buildurl": "https://github.com/r-universe/cran/actions/runs/41196904153",
  "_commit": {
    "id": "cf377be352c7da6659882c4ee5410a1754d3947b",
    "author": "Imad El Badisy <elbadisyimad@gmail.com>",
    "committer": "cran-robot <csardi.gabor+cran@gmail.com>",
    "message": "version 0.7.1\n",
    "time": 1788251419
  },
  "_distro": "resolute",
  "_host": "GitHub-Actions",
  "_registered": true,
  "_dependencies": [
    {
      "package": "Rcpp",
      "role": "LinkingTo"
    },
    {
      "package": "RcppArmadillo",
      "role": "LinkingTo"
    },
    {
      "package": "graphics",
      "role": "Imports"
    },
    {
      "package": "parallel",
      "role": "Imports"
    },
    {
      "package": "Rcpp",
      "role": "Imports"
    },
    {
      "package": "stats",
      "role": "Imports"
    },
    {
      "package": "utils",
      "role": "Imports"
    },
    {
      "package": "knitr",
      "role": "Suggests"
    },
    {
      "package": "rmarkdown",
      "role": "Suggests"
    },
    {
      "package": "survival",
      "role": "Suggests"
    },
    {
      "package": "testthat",
      "version": ">= 3.0.0",
      "role": "Suggests"
    }
  ],
  "_owner": "cran",
  "_selfowned": false,
  "_usedby": 3,
  "_updates": [
    {
      "week": "2026-32",
      "n": 1
    },
    {
      "week": "2026-34",
      "n": 1
    },
    {
      "week": "2026-36",
      "n": 1
    }
  ],
  "_tags": [
    {
      "name": "0.5.0",
      "date": "2026-08-08"
    },
    {
      "name": "0.6.0",
      "date": "2026-08-22"
    },
    {
      "name": "0.7.1",
      "date": "2026-09-01"
    }
  ],
  "_stars": 0,
  "_contributors": [
    {
      "user": "ielbadisy",
      "count": 3,
      "uuid": 52789515
    }
  ],
  "_userbio": {
    "uuid": 6899542,
    "type": "organization",
    "name": "cran",
    "followers": 635,
    "description": "Unofficial read-only mirror of all CRAN R packages"
  },
  "_downloads": {
    "count": 266,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/densemlp"
  },
  "_devurl": "https://github.com/ielbadisy/densemlp",
  "_searchresults": 0,
  "_topics": [
    "openblas",
    "cpp"
  ],
  "_abi": {
    "exports": [],
    "imports": [
      {
        "key": "Rcpp::Rcpp_precious_preserve()",
        "hash": "33a97ea62b293da6"
      },
      {
        "key": "Rcpp::Rcpp_precious_remove()",
        "hash": "63d26947ba7e1377"
      },
      {
        "key": "Rcpp::dataptr()",
        "hash": "54e69ad2e6668c83"
      },
      {
        "key": "Rcpp::demangle()",
        "hash": "b0cfd6754c5ebc4e"
      },
      {
        "key": "Rcpp::enterRNGScope()",
        "hash": "a04a299137cef947"
      },
      {
        "key": "Rcpp::exitRNGScope()",
        "hash": "a04a299137cef947"
      },
      {
        "key": "Rcpp::rcpp_get_stack_trace()",
        "hash": "c684a9bbe15cdc52"
      },
      {
        "key": "Rcpp::rcpp_set_stack_trace()",
        "hash": "33a97ea62b293da6"
      }
    ]
  },
  "_rbuild": "4.6.1",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/densemlp.html",
    "extra/manual.pdf",
    "extra/NEWS.html",
    "extra/NEWS.txt",
    "extra/readme.html",
    "extra/readme.md",
    "LICENSE"
  ],
  "_homeurl": "https://github.com/ielbadisy/densemlp",
  "_realowner": "ielbadisy",
  "_cranurl": false,
  "_releases": [
    {
      "version": "0.5.0",
      "date": "2026-08-08"
    },
    {
      "version": "0.6.0",
      "date": "2026-08-22"
    },
    {
      "version": "0.7.1",
      "date": "2026-09-08"
    }
  ],
  "_exports": [
    "cv_densemlp",
    "densemlp",
    "densemlp_integrated_brier_score",
    "densemlp_metrics",
    "perm_importance",
    "plot_history",
    "tune_densemlp"
  ],
  "_help": [
    {
      "page": "cv_densemlp",
      "title": "Cross-validate a densemlp model",
      "topics": [
        "cv_densemlp"
      ]
    },
    {
      "page": "densemlp",
      "title": "Fit a fast dense multilayer perceptron",
      "topics": [
        "densemlp",
        "print.densemlp"
      ]
    },
    {
      "page": "densemlp_integrated_brier_score",
      "title": "Integrated Brier score for a fitted Brier-loss survival densemlp model",
      "topics": [
        "densemlp_integrated_brier_score"
      ]
    },
    {
      "page": "densemlp_metrics",
      "title": "Prediction metrics for a fitted densemlp model",
      "topics": [
        "densemlp_metrics"
      ]
    },
    {
      "page": "perm_importance",
      "title": "Permutation variable importance for a fitted densemlp model",
      "topics": [
        "perm_importance",
        "print.densemlp_importance"
      ]
    },
    {
      "page": "plot_history",
      "title": "Plot the training history of a fitted densemlp model",
      "topics": [
        "plot_history"
      ]
    },
    {
      "page": "plot.densemlp",
      "title": "Plot training history",
      "topics": [
        "plot.densemlp"
      ]
    },
    {
      "page": "plot.densemlp_importance",
      "title": "Plot permutation importance",
      "topics": [
        "plot.densemlp_importance"
      ]
    },
    {
      "page": "predict.densemlp",
      "title": "Predict from a fitted densemlp model",
      "topics": [
        "predict.densemlp"
      ]
    },
    {
      "page": "tune_densemlp",
      "title": "Tune a densemlp model over a hyperparameter grid",
      "topics": [
        "tune_densemlp"
      ]
    }
  ],
  "_readme": "https://github.com/cran/densemlp/raw/HEAD/README.md",
  "_rundeps": [
    "Rcpp",
    "RcppArmadillo"
  ],
  "_sysdeps": [
    {
      "shlib": "libblas",
      "package": "libopenblas0-pthread",
      "source": "openblas",
      "version": "0.3.32+ds-5",
      "name": "openblas",
      "homepage": "https://www.openblas.net/",
      "description": "Optimized BLAS (linear algebra) library (shared lib, pthread)"
    },
    {
      "shlib": "libstdc++",
      "package": "libstdc++6",
      "source": "gcc",
      "version": "16-20260322-1ubuntu1",
      "name": "c++",
      "homepage": "http://gcc.gnu.org/",
      "description": "GNU Standard C++ Library v3"
    }
  ],
  "_vignettes": [
    {
      "source": "densemlp-intro.Rmd",
      "filename": "densemlp-intro.html",
      "title": "Introduction to densemlp",
      "engine": "knitr::rmarkdown",
      "headings": [
        "What densemlp is",
        "Fitting a single model",
        "Architecture options",
        "Internal ensembles",
        "Cross-validation",
        "Hyperparameter tuning",
        "Survival outcomes",
        "Variable importance",
        "Visualizing training",
        "Learn more"
      ],
      "created": "2026-09-01 08:30:19",
      "modified": "2026-09-01 08:30:19",
      "commits": 1
    }
  ],
  "_score": 4.1303337684950066,
  "_indexed": false,
  "_nocasepkg": "densemlp",
  "_universes": [
    "cran"
  ],
  "_indexurl": "https://ielbadisy.r-universe.dev/densemlp",
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "0.7.1",
      "date": "2026-10-31T11:32:02.000Z",
      "distro": "resolute",
      "arch": "aarch64",
      "commit": "cf377be352c7da6659882c4ee5410a1754d3947b",
      "fileid": "https://r2.ropensci.org/50932e1903e829cde1aa7f8b61b60f89cd06a14bbd194e4c25435d9625b8a9c9",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/41196904153"
    },
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "0.7.1",
      "date": "2026-10-31T11:31:57.000Z",
      "distro": "resolute",
      "arch": "x86_64",
      "commit": "cf377be352c7da6659882c4ee5410a1754d3947b",
      "fileid": "https://r2.ropensci.org/e35c9ff5fca420c75c9d4f172c196f6e7b290eb6c9fcc834633b456259ac16e2",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/41196904153"
    },
    {
      "r": "4.6.1",
      "os": "linux",
      "version": "0.7.1",
      "date": "2026-10-31T11:32:05.000Z",
      "distro": "resolute",
      "arch": "aarch64",
      "commit": "cf377be352c7da6659882c4ee5410a1754d3947b",
      "fileid": "https://r2.ropensci.org/88a3125f393c3bbe427251aa63d66d45725af52c06d99326fc829ee5b608dbac",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/41196904153"
    },
    {
      "r": "4.6.1",
      "os": "linux",
      "version": "0.7.1",
      "date": "2026-10-31T11:31:57.000Z",
      "distro": "resolute",
      "arch": "x86_64",
      "commit": "cf377be352c7da6659882c4ee5410a1754d3947b",
      "fileid": "https://r2.ropensci.org/85e146aa144c1a38d0c9ba3caf4a22d45012fced4232ad561755a35173a87e40",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/41196904153"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "0.7.1",
      "date": "2026-10-31T11:32:17.000Z",
      "arch": "emscripten",
      "commit": "cf377be352c7da6659882c4ee5410a1754d3947b",
      "fileid": "https://r2.ropensci.org/45245e9fc2e66b4a9355c381f91628a240648d6a444f248181664361437d2b8a",
      "status": "success",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/41196904153"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "0.7.1",
      "date": "2026-10-31T11:33:18.000Z",
      "arch": "aarch64",
      "commit": "cf377be352c7da6659882c4ee5410a1754d3947b",
      "fileid": "https://r2.ropensci.org/5b334bf78668098037eba3c15379dd8379cc55156a5c3763a8973ba782f88ca2",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/41196904153"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "0.7.1",
      "date": "2026-10-31T11:31:37.000Z",
      "arch": "x86_64",
      "commit": "cf377be352c7da6659882c4ee5410a1754d3947b",
      "fileid": "https://r2.ropensci.org/c58876ec9a8cc043a323c0db26e30c9e4941e6a74001408752b1c32b2604cd1c",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/41196904153"
    },
    {
      "r": "4.6.2",
      "os": "win",
      "version": "0.7.1",
      "date": "2026-10-31T11:32:55.000Z",
      "arch": "aarch64",
      "commit": "cf377be352c7da6659882c4ee5410a1754d3947b",
      "fileid": "https://r2.ropensci.org/0d8964aa382d2880330667dae4aa9fc9b880b40dec5be0121b8fd400361a71a9",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/41196904153"
    },
    {
      "r": "4.6.2",
      "os": "win",
      "version": "0.7.1",
      "date": "2026-10-31T11:31:24.000Z",
      "arch": "x86_64",
      "commit": "cf377be352c7da6659882c4ee5410a1754d3947b",
      "fileid": "https://r2.ropensci.org/3fd9780c8131057c4b6ad67add7ce1fa032e3161d3d6a3cd3e688a0f40f109a4",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/41196904153"
    }
  ]
}