{ "_id": "6a102836acfb0bcc41c908ef", "Package": "jmBIG", "Type": "Package", "Title": "Joint Longitudinal and Survival Model for Big Data", "Version": "0.1.3", "Authors@R": "c(person((\"Atanu\"), \"Bhattacharjee\",\nemail=\"atanustat@gmail.com\",\nrole=c(\"aut\", \"cre\",\"ctb\")),\nperson((\"Bhrigu Kumar\"), \"Rajbongshi\", role=c(\"aut\",\"ctb\")),\nperson((\"Gajendra K\"), \"Vishwakarma\", role=c(\"aut\",\"ctb\")))", "Maintainer": "Atanu Bhattacharjee ", "Description": "Provides analysis tools for big data where the sample size\nis very large. It offers a suite of functions for fitting and\npredicting joint models, which allow for the simultaneous\nanalysis of longitudinal and time-to-event data. This\nstatistical methodology is particularly useful in medical\nresearch where there is often interest in understanding the\nrelationship between a longitudinal biomarker and a clinical\noutcome, such as survival or disease progression. This can be\nparticularly useful in a clinical setting where it is important\nto be able to predict how a patient's health status may change\nover time. Overall, this package provides a comprehensive set\nof tools for joint modeling of BIG data obtained as survival\nand longitudinal outcomes with both Bayesian and non-Bayesian\napproaches. Its versatility and flexibility make it a valuable\nresource for researchers in many different fields, particularly\nin the medical and health sciences.", "License": "GPL-3", "Encoding": "UTF-8", "LazyData": "true", "RoxygenNote": "7.3.1", "NeedsCompilation": "no", "Author": "Atanu Bhattacharjee [aut, cre, ctb], Bhrigu Kumar Rajbongshi\n[aut, ctb], Gajendra K Vishwakarma [aut, ctb]", "Packaged": { "Date": "2026-05-13 08:16:39 UTC", "User": "root" }, "Config/pak/sysreqs": "cmake libglpk-dev make libicu-dev libuv1-dev\nlibxml2-dev zlib1g-dev", "Repository": "https://atanubhattacharjee.r-universe.dev", "Date/Publication": "2025-01-19 21:28:41 UTC", "RemoteUrl": "https://github.com/cran/jmBIG", "RemoteRef": "HEAD", "RemoteSha": "2976b8406908e05a678acb075e2eae38aa13b7ae", "MD5sum": "01640395ce66061cbfd92799d7e179c1", "_user": "atanubhattacharjee", "_type": "src", "_file": "jmBIG_0.1.3.tar.gz", "_fileid": "58abca779acef3bf74297a404c8995302f4b96585f73ee2611a237ff9291acff", "_filesize": 267074, "_sha256": "58abca779acef3bf74297a404c8995302f4b96585f73ee2611a237ff9291acff", "_created": "2026-05-13T08:16:39.000Z", "_published": "2026-05-22T09:56:06.313Z", "_distro": "noble", "_jobs": [ { "job": 77356725679, "time": 325, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "6965056084" }, { "job": 77356725627, "time": 308, "config": "linux-release-x86_64", "r": "4.6.0", "check": "OK", "artifact": "6965049056" }, { "job": 77356725734, "time": 154, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "6965000111" }, { "job": 77356725874, "time": 236, "config": "macos-release-arm64", "r": "4.6.0", "check": "OK", "artifact": "6965025815" }, { "job": 77356725099, "time": 276, "config": "source", "r": "4.6.0", "check": "OK", "artifact": "6964950118" }, { "job": 77356725201, "time": 185, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "7157765776" }, { "job": 77356725900, "time": 283, "config": "windows-devel", "r": "4.7.0", "check": "OK", "artifact": "6965040394" }, { "job": 77356725940, "time": 262, "config": "windows-oldrel", "r": "4.5.3", "check": "OK", "artifact": "6965034013" }, { "job": 77356725730, "time": 250, "config": "windows-release", "r": "4.6.0", "check": "OK", "artifact": "6965030546" } ], "_buildurl": "https://github.com/r-universe/atanubhattacharjee/actions/runs/25786847973", "_status": "success", "_host": "GitHub-Actions", "_upstream": "https://github.com/cran/jmBIG", "_commit": { "id": "2976b8406908e05a678acb075e2eae38aa13b7ae", "author": "Atanu Bhattacharjee ", "committer": "cran-robot ", "message": "version 0.1.3\n", "time": 1737322121 }, "_maintainer": { "name": "Atanu Bhattacharjee", "email": "atanustat@gmail.com", "login": "atanubhattacharjee", "uuid": 22411298 }, "_registered": true, "_dependencies": [ { "package": "R", "version": ">= 2.10", "role": "Depends" }, { "package": "JMbayes2", "role": "Imports" }, { "package": "joineRML", "role": "Imports" }, { "package": "rstanarm", "role": "Imports" }, { "package": "FastJM", "role": "Imports" }, { "package": "dplyr", "role": "Imports" }, { "package": "nlme", "role": "Imports" }, { "package": "survival", "role": "Imports" }, { "package": "ggplot2", "role": "Imports" } ], "_owner": "cran", "_selfowned": true, "_usedby": 1, "_updates": [], "_tags": [], "_stars": 0, "_contributors": [ { "user": "atanubhattacharjee", "count": 4, "uuid": 22411298 } ], "_userbio": { "uuid": 22411298, "type": "user", "name": "Atanu Bhattacharjee", "description": "Assistant Professor Biostatistics" }, "_downloads": { "count": 213, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/jmBIG" }, "_searchresults": 1, "_rbuild": "4.6.0", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/jmBIG.html", "manual.pdf" ], "_realowner": "atanubhattacharjee", "_cranurl": false, "_releases": [ { "version": "0.1.0", "date": "2023-04-26" }, { "version": "0.1.1", "date": "2023-10-29" }, { "version": "0.1.2", "date": "2024-03-21" }, { "version": "0.1.3", "date": "2025-01-19" } ], "_exports": [ "cisurvfitJMCS", "jmbayesBig", "jmcsBig", "jmstanBig", "joinRMLBig", "plot_cisurvfitJMCS", "postSurvfit", "postTraj", "predJMbayes", "predJRML", "survfitJMCS" ], "_datasets": [ { "name": "long2", "title": "longitudinal data", "object": "long2", "class": [ "tbl_df", "tbl", "data.frame" ], "fields": [ "id", "x1", "x2", "status", "time", "x3", "y", "t1", "visit", "x4", "x5", "x6", "x7" ], "rows": 5639, "table": true, "tojson": true }, { "name": "longsurv", "title": "longitudinal- survival dataset", "object": "longsurv", "class": [ "tbl_df", "tbl", "data.frame" ], "fields": [ "id", "x1", "x2", "status", "time", "x3", "y", "t1", "visit", "x4", "x5", "x6", "x7" ], "rows": 5639, "table": true, "tojson": true }, { "name": "surv2", "title": "survival data", "object": "surv2", "class": [ "tbl_df", "tbl", "data.frame" ], "fields": [ "id", "x1", "x2", "status", "time", "x3", "y", "t1", "visit", "x4", "x5", "x6", "x7" ], "rows": 1000, "table": true, "tojson": true } ], "_help": [ { "page": "cisurvfitJMCS", "title": "Bootstrapped CI using 'FastJM'", "topics": [ "cisurvfitJMCS" ] }, { "page": "jmbayesBig", "title": "Joint model for BIG data using JMbayes2", "topics": [ "jmbayesBig" ] }, { "page": "jmcsBig", "title": "Joint model for BIG data using FastJM", "topics": [ "jmcsBig" ] }, { "page": "jmstanBig", "title": "Joint model for BIG data using rstanarm", "topics": [ "jmstanBig" ] }, { "page": "joinRMLBig", "title": "Joint model for BIG data using joineRML", "topics": [ "joinRMLBig" ] }, { "page": "long2", "title": "longitudinal data", "topics": [ "long2" ] }, { "page": "longsurv", "title": "longitudinal- survival dataset", "topics": [ "longsurv" ] }, { "page": "plot_cisurvfitJMCS", "title": "Plot for 'cisurvfitJMCS' object", "topics": [ "plot_cisurvfitJMCS" ] }, { "page": "postSurvfit", "title": "Prediction using 'rstanarm'", "topics": [ "postSurvfit" ] }, { "page": "postTraj", "title": "Prediction using 'rstanarm'", "topics": [ "postTraj" ] }, { "page": "predJMbayes", "title": "Prediction using 'JMbayes2'", "topics": [ "predJMbayes" ] }, { "page": "predJRML", "title": "Prediction using 'joineRML'", "topics": [ "predJRML" ] }, { "page": "print.jmbayesBig", "title": "print.jmbayesBig", "topics": [ "print.jmbayesBig" ] }, { "page": "print.jmcsBig", "title": "print.jmcsBig", "topics": [ "print.jmcsBig" ] }, { "page": "print.jmstanBig", "title": "print.jmstanBig", "topics": [ "print.jmstanBig" ] }, { "page": "print.joinRMLBig", "title": "print.joinRMLBig", "topics": [ "print.joinRMLBig" ] }, { "page": "surv2", "title": "survival data", "topics": [ "surv2" ] }, { "page": "survfitJMCS", "title": "Prediction using 'FastJM'", "topics": [ "survfitJMCS" ] } ], "_rundeps": [ "abind", "backports", "base64enc", "bayesplot", "BH", "boot", "bslib", "cachem", "callr", "caret", "checkmate", "class", "cli", "clock", "cluster", "cmprsk", "cobs", "coda", "codetools", "colorspace", "colourpicker", "commonmark", "cpp11", "crosstalk", "data.table", "desc", "diagram", "digest", "distributional", "doParallel", "dplyr", "DT", "dygraphs", "e1071", "evaluate", "farver", "FastJM", "fastmap", "fontawesome", "foreach", "foreign", "Formula", "fs", "future", "future.apply", "generics", "ggplot2", "ggridges", "GLMMadaptive", "glmnet", "globals", "glue", "gower", "gridExtra", "gtable", "gtools", "hardhat", "highr", "Hmisc", "htmlTable", "htmltools", "htmlwidgets", "httpuv", "igraph", "inline", "ipred", "isoband", "iterators", "JMbayes2", "joineRML", "jquerylib", "jsonlite", "KernSmooth", "knitr", "labeling", "later", "lattice", "lava", "lazyeval", "lifecycle", "listenv", "litedown", "lme4", "loo", "lubridate", "magrittr", "markdown", "MASS", "Matrix", "MatrixModels", "matrixStats", "memoise", "mets", "mime", "miniUI", "minqa", "ModelMetrics", "multcomp", "mvtnorm", "nlme", "nloptr", "nnet", "numDeriv", "otel", "parallelly", "pec", "pillar", "pkgbuild", "pkgconfig", "plotrix", "plyr", "polspline", "posterior", "pROC", "processx", "prodlim", "progressr", "promises", "proxy", "ps", "Publish", "purrr", "quantreg", "QuickJSR", "R6", "randtoolbox", "ranger", "rappdirs", "rbibutils", "RColorBrewer", "Rcpp", "RcppArmadillo", "RcppEigen", "RcppParallel", "Rdpack", "recipes", "reformulas", "reshape2", "riskRegression", "rlang", "rmarkdown", "rms", "rngWELL", "rpart", "rstan", "rstanarm", "rstantools", "rstudioapi", "S7", "sandwich", "sass", "scales", "shape", "shiny", "shinyjs", "shinystan", "shinythemes", "sourcetools", "SparseM", "sparsevctrs", "SQUAREM", "StanHeaders", "statmod", "stringi", "stringr", "survC1", "survival", "tensorA", "TH.data", "threejs", "tibble", "tidyr", "tidyselect", "timechange", "timeDate", "timereg", "tinytex", "tzdb", "utf8", "vctrs", "viridisLite", "withr", "xfun", "xtable", "xts", "yaml", "zoo" ], "_score": 1.4771212547196624, "_indexed": true, "_nocasepkg": "jmbig", "_universes": [ "atanubhattacharjee" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "0.1.3", "date": "2026-05-13T08:20:09.000Z", "distro": "noble", "commit": "2976b8406908e05a678acb075e2eae38aa13b7ae", "fileid": "faa2180ba0ba2406f01240af68b836c1feb5777bd80b522a1892956cf06e835e", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/atanubhattacharjee/actions/runs/25786847973" }, { "r": "4.6.0", "os": "linux", "version": "0.1.3", "date": "2026-05-13T08:19:56.000Z", "distro": "noble", "commit": "2976b8406908e05a678acb075e2eae38aa13b7ae", "fileid": "f5626203f03410ea356ae75ae648a23a68170edc5d4ddd30dd336149e55bafd1", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/atanubhattacharjee/actions/runs/25786847973" }, { "r": "4.5.3", "os": "mac", "version": "0.1.3", "date": "2026-05-13T08:18:27.000Z", "commit": "2976b8406908e05a678acb075e2eae38aa13b7ae", "fileid": "218ffca81ad772169777abec60e07b4bb6c3eb0bafb4926fd9a8460978cc93ba", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/atanubhattacharjee/actions/runs/25786847973" }, { "r": "4.6.0", "os": "mac", "version": "0.1.3", "date": "2026-05-13T08:19:01.000Z", "commit": "2976b8406908e05a678acb075e2eae38aa13b7ae", "fileid": "3ab2047f244a079e52b0dc64853f4b46bda826f58971156b2fff3ff89041cffb", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/atanubhattacharjee/actions/runs/25786847973" }, { "r": "4.7.0", "os": "win", "version": "0.1.3", "date": "2026-05-13T08:19:03.000Z", "commit": "2976b8406908e05a678acb075e2eae38aa13b7ae", "fileid": "1619ee99bad88e46897d06d2e6f59c3f0d02119c0e0225555eccf1f6ecd9edcd", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/atanubhattacharjee/actions/runs/25786847973" }, { "r": "4.5.3", "os": "win", "version": "0.1.3", "date": "2026-05-13T08:18:45.000Z", "commit": "2976b8406908e05a678acb075e2eae38aa13b7ae", "fileid": "28850cb85e8b26d6a70386a276b90073f1cb83b6cd3bef56d28d41b116db2c5a", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/atanubhattacharjee/actions/runs/25786847973" }, { "r": "4.6.0", "os": "win", "version": "0.1.3", "date": "2026-05-13T08:18:36.000Z", "commit": "2976b8406908e05a678acb075e2eae38aa13b7ae", "fileid": "c85d41119a81c42209c7020ba6d61ecad9ed7b3cf0d962faeaf711b04885b739", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/atanubhattacharjee/actions/runs/25786847973" }, { "r": "4.6.0", "os": "wasm", "version": "0.1.3", "date": "2026-05-22T09:55:42.000Z", "commit": "2976b8406908e05a678acb075e2eae38aa13b7ae", "fileid": "391cdeaede2b5538d17c24e79c52165579e543376c8466b743685b44734d5063", "status": "success", "buildurl": "https://github.com/r-universe/atanubhattacharjee/actions/runs/25786847973" } ] }