{ "_id": "6a250aba4b233be198387d0f", "Package": "mactivate", "Type": "Package", "Title": "Multiplicative Activation", "Version": "0.6.6", "Date": "2021-08-02", "Author": "Dave Zes", "Maintainer": "Dave Zes ", "Description": "Provides methods and classes for adding m-activation\n(\"multiplicative activation\") layers to MLR or multivariate\nlogistic regression models. M-activation layers created in\nthis library detect and add input interaction (polynomial)\neffects into a predictive model. M-activation can detect\nhigh-order interactions -- a traditionally non-trivial\nchallenge. Details concerning application, methodology, and\nrelevant survey literature can be found in this library's\nvignette, \"About.\"", "License": "GPL (>= 3)", "NeedsCompilation": "yes", "Packaged": { "Date": "2026-06-06 08:24:31 UTC", "User": "root" }, "Repository": "https://davezes.r-universe.dev", "Date/Publication": "2021-08-02 15:30:02 UTC", "RemoteUrl": "https://github.com/cran/mactivate", "RemoteRef": "HEAD", "RemoteSha": "6c6cfa612640b14531384bbbdb29d5d2531f0869", "MD5sum": "9ccc3477a79ca9063c85fce09227c274", "_user": "davezes", "_type": "src", "_file": "mactivate_0.6.6.tar.gz", "_fileid": "a0a56fd12f8c9b3af230dc49a4694d9d92b13b9e9ae1570d1b2dee977ea5c91f", "_filesize": 1203394, "_sha256": "a0a56fd12f8c9b3af230dc49a4694d9d92b13b9e9ae1570d1b2dee977ea5c91f", "_created": "2026-06-06T08:24:31.000Z", "_published": "2026-06-07T06:07:54.821Z", "_distro": "noble", "_jobs": [ { "job": 79936132537, "time": 132, "config": "linux-devel-arm64", "r": "4.7.0", "check": "OK", "artifact": "7452834545" }, { "job": 79936132468, "time": 101, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "7452830865" }, { "job": 79936132617, "time": 118, "config": "linux-release-arm64", "r": "4.6.0", "check": "OK", "artifact": "7452833086" }, { "job": 79936132568, "time": 108, "config": "linux-release-x86_64", "r": "4.6.0", "check": "OK", "artifact": "7452831454" }, { "job": 79936132528, "time": 87, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "7452829301" }, { "job": 79936132598, "time": 195, "config": "macos-oldrel-x86_64", "r": "4.5.3", "check": "OK", "artifact": "7452841174" }, { "job": 79936132565, "time": 126, "config": "macos-release-arm64", "r": "4.6.0", "check": "OK", "artifact": "7452833612" }, { "job": 79936132427, "time": 165, "config": "macos-release-x86_64", "r": "4.6.0", "check": "OK", "artifact": "7461305895" }, { "job": 79936132394, "time": 222, "config": "source", "r": "4.6.0", "check": "OK", "artifact": "7452819552" }, { "job": 79936132589, "time": 81, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "7452828514" }, { "job": 79936132569, "time": 82, "config": "windows-devel", "r": "4.7.0", "check": "OK", "artifact": "7452828619" }, { "job": 79936132540, "time": 69, "config": "windows-oldrel", "r": "4.5.3", "check": "OK", "artifact": "7452827329" }, { "job": 79936132608, "time": 70, "config": "windows-release", "r": "4.6.0", "check": "OK", "artifact": "7452827437" } ], "_buildurl": "https://github.com/r-universe/davezes/actions/runs/27057297133", "_status": "success", "_host": "GitHub-Actions", "_upstream": "https://github.com/cran/mactivate", "_commit": { "id": "6c6cfa612640b14531384bbbdb29d5d2531f0869", "author": "Dave Zes ", "committer": "cran-robot ", "message": "version 0.6.6\n", "time": 1627918202 }, "_maintainer": { "name": "Dave Zes", "email": "zesdave@gmail.com", "login": "davezes", "description": "", "uuid": 7951638 }, "_registered": true, "_dependencies": [ { "package": "R", "version": ">= 3.5.0", "role": "Depends" } ], "_owner": "cran", "_selfowned": true, "_usedby": 0, "_updates": [], "_tags": [], "_stars": 0, "_contributors": [ { "user": "davezes", "count": 3, "uuid": 7951638 } ], "_userbio": { "uuid": 7951638, "type": "user", "name": "davezes" }, "_downloads": { "count": 134, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/mactivate" }, "_searchresults": 16, "_rbuild": "4.6.0", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/mactivate.html", "extra/NEWS.html", "extra/NEWS.txt", "manual.pdf" ], "_realowner": "davezes", "_cranurl": false, "_releases": [ { "version": "0.6.4", "date": "2021-01-08" }, { "version": "0.6.5", "date": "2021-03-04" }, { "version": "0.6.6", "date": "2021-08-02" } ], "_exports": [ "f_control_mactivate", "f_dmss_dW", "f_fit_gradient_01", "f_fit_gradient_logistic_01", "f_fit_hybrid_01", "f_logit_cost", "f_mactivate", "predict.mactivate_fit_gradient_01", "predict.mactivate_fit_gradient_logistic_01", "predict.mactivate_fit_hybrid_01" ], "_datasets": [ { "name": "df_hospitals_ortho", "title": "Orthopedic Device Sales", "object": "df_hospitals_ortho", "file": "df_hospitals_ortho.RData", "class": [ "data.frame" ], "fields": [ "zip", "hid", "city", "state", "tot_sales", "tot_knee", "tot_hip", "beds", "rehab_beds", "outpatient_visits", "adm_costs", "revenue_inpatient", "is_teaching", "has_trauma", "has_rehab" ], "rows": 4703, "table": true, "tojson": true } ], "_help": [ { "page": "mactivate-package", "title": "m-activation", "topics": [ "mactivate-package", "mactivate" ] }, { "page": "df_hospitals_ortho", "title": "Orthopedic Device Sales", "topics": [ "df_hospitals_ortho" ] }, { "page": "f_control_mactivate", "title": "Set Fitting Hyperparameters", "topics": [ "f_control_mactivate" ] }, { "page": "f_dmss_dW", "title": "Calculate Derivative of Cost Function wrt W", "topics": [ "f_dmss_dW" ] }, { "page": "f_fit_gradient_01", "title": "Fit Multivariate Regression Model with mactivate Using Gradient Descent", "topics": [ "f_fit_gradient_01" ] }, { "page": "f_fit_gradient_logistic_01", "title": "Fit Logistic Multivariate Regression Model with mactivate Using Gradient Descent", "topics": [ "f_fit_gradient_logistic_01" ] }, { "page": "f_fit_hybrid_01", "title": "Fit Multivariate Regression Model with mactivate Using Hybrid Method", "topics": [ "f_fit_hybrid_01" ] }, { "page": "f_logit_cost", "title": "Logistic Cost", "topics": [ "f_logit_cost" ] }, { "page": "f_mactivate", "title": "Map Activation Layer and Inputs to Polynomial Model Inputs", "topics": [ "f_mactivate" ] }, { "page": "predict.mactivate_fit_gradient_01", "title": "Predict from Fitted Gradient Model", "topics": [ "predict.mactivate_fit_gradient_01" ] }, { "page": "predict.mactivate_fit_gradient_logistic_01", "title": "Predict from Fitted Gradient Logistic Model", "topics": [ "predict.mactivate_fit_gradient_logistic_01" ] }, { "page": "predict.mactivate_fit_hybrid_01", "title": "Predict from Fitted Hybrid Model", "topics": [ "predict.mactivate_fit_hybrid_01" ] } ], "_rundeps": [], "_vignettes": [ { "source": "mactivation_about_01.Snw", "filename": "mactivation_about_01.pdf", "title": "mactivate-about", "engine": "utils::Sweave", "headings": [], "created": "2021-01-08 11:50:02", "modified": "2021-01-08 11:50:02", "commits": 1 }, { "source": "mactivation_examples_01.Snw", "filename": "mactivation_examples_01.pdf", "title": "mactivate-examples-1", "engine": "utils::Sweave", "headings": [], "created": "2021-01-08 11:50:02", "modified": "2021-01-08 11:50:02", "commits": 1 }, { "source": "mactivation_examples_02.Snw", "filename": "mactivation_examples_02.pdf", "title": "mactivate-examples-2", "engine": "utils::Sweave", "headings": [], "created": "2021-01-08 11:50:02", "modified": "2021-01-08 11:50:02", "commits": 1 }, { "source": "mactivation_tutorial_01.Snw", "filename": "mactivation_tutorial_01.pdf", "title": "mactivate-tutorial-1", "engine": "utils::Sweave", "headings": [], "created": "2021-01-08 11:50:02", "modified": "2021-01-08 11:50:02", "commits": 1 } ], "_score": 2.8061799739838875, "_indexed": true, "_nocasepkg": "mactivate", "_universes": [ "davezes" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "0.6.6", "date": "2026-06-06T08:26:29.000Z", "distro": "noble", "arch": "aarch64", "commit": "6c6cfa612640b14531384bbbdb29d5d2531f0869", "fileid": "a7587d68c9ed9c31beab2b9806375625f312811e5265ab27ca627efbd5bf670b", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/davezes/actions/runs/27057297133" }, { "r": "4.7.0", "os": "linux", "version": "0.6.6", "date": "2026-06-06T08:26:10.000Z", "distro": "noble", "arch": "x86_64", "commit": "6c6cfa612640b14531384bbbdb29d5d2531f0869", "fileid": "7bc9e6ad23e079f425fac5f4618752936c8d3a4691fa71e95b1f3e2dcd572332", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/davezes/actions/runs/27057297133" }, { "r": "4.6.0", "os": "linux", "version": "0.6.6", "date": "2026-06-06T08:26:17.000Z", "distro": "noble", "arch": "aarch64", "commit": "6c6cfa612640b14531384bbbdb29d5d2531f0869", "fileid": "fdfa0aef931c274d61b12d1f71881f636de89ae6434681d9da83db2c43699e2e", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/davezes/actions/runs/27057297133" }, { "r": "4.6.0", "os": "linux", "version": "0.6.6", "date": "2026-06-06T08:26:15.000Z", "distro": "noble", "arch": "x86_64", "commit": "6c6cfa612640b14531384bbbdb29d5d2531f0869", "fileid": "0f7905d09120c165df4e9520b64c8268fcbc1a2c8ccec262f29353bd8d2fa91b", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/davezes/actions/runs/27057297133" }, { "r": "4.5.3", "os": "mac", "version": "0.6.6", "date": "2026-06-06T08:25:59.000Z", "arch": "aarch64", "commit": "6c6cfa612640b14531384bbbdb29d5d2531f0869", "fileid": "e6b0a38cf22d273504205babf7bb095863f0b45835fc13aa197e5d4ba02d70f5", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/davezes/actions/runs/27057297133" }, { "r": "4.5.3", "os": "mac", "version": "0.6.6", "date": "2026-06-06T08:27:31.000Z", "arch": "x86_64", "commit": "6c6cfa612640b14531384bbbdb29d5d2531f0869", "fileid": "185fdb18feba4278b935e7f6616297c7ec7790c81ece3978154fbd4544d28e75", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/davezes/actions/runs/27057297133" }, { "r": "4.6.0", "os": "mac", "version": "0.6.6", "date": "2026-06-06T08:26:29.000Z", "arch": "aarch64", "commit": "6c6cfa612640b14531384bbbdb29d5d2531f0869", "fileid": "088a07fbdb7f93700dbc52b34f3893d47fd306aa44b608c87e9c5845c202d8c5", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/davezes/actions/runs/27057297133" }, { "r": "4.6.0", "os": "mac", "version": "0.6.6", "date": "2026-06-07T06:07:05.000Z", "arch": "x86_64", "commit": "6c6cfa612640b14531384bbbdb29d5d2531f0869", "fileid": "bc8917d5253c973eb597d0937354d99a2db142a25616bae1d087289c867132e1", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/davezes/actions/runs/27057297133" }, { "r": "4.6.0", "os": "wasm", "version": "0.6.6", "date": "2026-06-06T08:26:05.000Z", "arch": "emscripten", "commit": "6c6cfa612640b14531384bbbdb29d5d2531f0869", "fileid": "68e2b8ec6d12bef5000b7e98c6302f2663b22c41089682682cbd438e96935b6b", "status": "success", "buildurl": "https://github.com/r-universe/davezes/actions/runs/27057297133" }, { "r": "4.7.0", "os": "win", "version": "0.6.6", "date": "2026-06-06T08:25:33.000Z", "arch": "x86_64", "commit": "6c6cfa612640b14531384bbbdb29d5d2531f0869", "fileid": "9181198e632acc5c36de87d327643cd343edd2336220d6802f6655a3a532739e", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/davezes/actions/runs/27057297133" }, { "r": "4.5.3", "os": "win", "version": "0.6.6", "date": "2026-06-06T08:25:28.000Z", "arch": "x86_64", "commit": "6c6cfa612640b14531384bbbdb29d5d2531f0869", "fileid": "4096006b60df0d6b41954b5530672fc5ef05343324cb4045d9ad795b8a015b46", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/davezes/actions/runs/27057297133" }, { "r": "4.6.0", "os": "win", "version": "0.6.6", "date": "2026-06-06T08:25:27.000Z", "arch": "x86_64", "commit": "6c6cfa612640b14531384bbbdb29d5d2531f0869", "fileid": "7f96b3dca56508a42d1732e1043c55811ec3d67531d0bb3ba166c7572323ac44", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/davezes/actions/runs/27057297133" } ] }