{ "_id": "6a4cbcde07c3fd5c32610053", "Package": "forestBalance", "Title": "Balancing Confounder Distributions with Forest Energy Balancing", "Version": "0.1.1", "Authors@R": "c(\nperson(\"Jared\", \"Huling\", role = c(\"aut\", \"cre\"), email = \"jaredhuling@gmail.com\"),\nperson(\"Simion\", \"De\", role = \"aut\")\n)", "Description": "Estimates average treatment effects using kernel energy\nbalancing with random forest similarity kernels. A multivariate\nrandom forest jointly models covariates, outcome, and treatment\nto build a similarity kernel between observations. This kernel\nis then used for energy balancing to create weights that\ncontrol for confounding. The method is described in De and\nHuling (2025) .", "License": "GPL (>= 3)", "URL": "https://github.com/jaredhuling/forestBalance", "BugReports": "https://github.com/jaredhuling/forestBalance/issues", "Encoding": "UTF-8", "Roxygen": "list(markdown = TRUE)", "RoxygenNote": "7.3.3", "VignetteBuilder": "knitr", "Config/pak/sysreqs": "make", "Repository": "https://jaredhuling.r-universe.dev", "Date/Publication": "2026-04-07 16:57:12 UTC", "RemoteUrl": "https://github.com/jaredhuling/forestbalance", "RemoteRef": "HEAD", "RemoteSha": "057d235b842a8f1ec45866af618b3bddb085141e", "NeedsCompilation": "yes", "Packaged": { "Date": "2026-07-07 08:36:58 UTC", "User": "root" }, "Author": "Jared Huling [aut, cre],\nSimion De [aut]", "Maintainer": "Jared Huling ", "_user": "jaredhuling", "_type": "src", "_file": "forestBalance_0.1.1.tar.gz", "_fileid": "https://r2.ropensci.org/ed5a051ecfe336b2fe4f485978b782c3e08bc1fd40a3a3aabad5fa4ca4733e8c", "_filesize": 548696, "_sha256": "ed5a051ecfe336b2fe4f485978b782c3e08bc1fd40a3a3aabad5fa4ca4733e8c", "_expires": "2026-10-15T08:46:21.000Z", "_created": "2026-07-07T08:36:58.000Z", "_published": "2026-07-07T08:46:22.642Z", "_jobs": [ { "job": 85572693833, "time": 194, "config": "linux-devel-arm64", "r": "4.7.0", "check": "WARNING", "artifact": "8132466666" }, { "job": 85572693873, "time": 156, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "WARNING", "artifact": "8132451192" }, { "job": 85572693860, "time": 166, "config": "linux-release-arm64", "r": "4.6.1", "check": "WARNING", "artifact": "8132455671" }, { "job": 85572693792, "time": 163, "config": "linux-release-x86_64", "r": "4.6.1", "check": "WARNING", "artifact": "8132454261" }, { "job": 85572693846, "time": 87, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "WARNING", "artifact": "8132509150" }, { "job": 85572693934, "time": 183, "config": "macos-oldrel-x86_64", "r": "4.5.3", "check": "WARNING", "artifact": "8132469858" }, { "job": 85572693875, "time": 110, "config": "macos-release-arm64", "r": "4.6.1", "check": "WARNING", "artifact": "8132588782" }, { "job": 85572693861, "time": 327, "config": "macos-release-x86_64", "r": "4.6.1", "check": "WARNING", "artifact": "8132520496" }, { "job": 85572064781, "time": 200, "config": "source", "r": "4.6.1", "check": "OK", "artifact": "8132391591" }, { "job": 85572693771, "time": 150, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "8132449252" }, { "job": 85572693822, "time": 160, "config": "windows-devel", "r": "4.7.0", "check": "WARNING", "artifact": "8132453038" }, { "job": 85572693800, "time": 130, "config": "windows-oldrel", "r": "4.5.3", "check": "WARNING", "artifact": "8132441741" }, { "job": 85572693788, "time": 122, "config": "windows-release", "r": "4.6.1", "check": "WARNING", "artifact": "8132439418" } ], "_host": "GitHub-Actions", "_buildurl": "https://github.com/r-universe/jaredhuling/actions/runs/28852810964", "_status": "success", "_upstream": "https://github.com/jaredhuling/forestbalance", "_commit": { "id": "057d235b842a8f1ec45866af618b3bddb085141e", "author": "Jared Huling ", "committer": "Jared Huling ", "message": "updates version, adds ATT/ATC estimation\n", "time": 1775581032 }, "_maintainer": { "name": "Jared Huling", "email": "jaredhuling@gmail.com", "login": "jaredhuling", "description": "Associate Professor in the Division of Biostatistics & Health Data Science at the University of Minnesota", "uuid": 3196112 }, "_distro": "resolute", "_registered": true, "_dependencies": [ { "package": "Rcpp", "role": "LinkingTo" }, { "package": "RcppEigen", "role": "LinkingTo" }, { "package": "grf", "version": ">= 2.3.0", "role": "Imports" }, { "package": "MASS", "role": "Imports" }, { "package": "Matrix", "role": "Imports" }, { "package": "methods", "role": "Imports" }, { "package": "Rcpp", "role": "Imports" }, { "package": "ggplot2", "role": "Suggests" }, { "package": "knitr", "role": "Suggests" }, { "package": "osqp", "role": "Suggests" }, { "package": "rmarkdown", "role": "Suggests" }, { "package": "testthat", "version": ">= 3.0.0", "role": "Suggests" }, { "package": "WeightIt", "role": "Suggests" } ], "_owner": "jaredhuling", "_selfowned": true, "_usedby": 0, "_updates": [ { "week": "2026-12", "n": 36 }, { "week": "2026-13", "n": 14 }, { "week": "2026-14", "n": 2 }, { "week": "2026-15", "n": 1 } ], "_tags": [ { "name": "v0.1.0", "date": "2026-04-01" } ], "_stars": 0, "_contributors": [ { "user": "jaredhuling", "count": 53, "uuid": 3196112 } ], "_userbio": { "uuid": 3196112, "type": "user", "name": "Jared Huling", "followers": 98, "description": "Associate Professor in the Division of Biostatistics & Health Data Science at the University of Minnesota" }, "_downloads": { "count": 502, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/forestBalance" }, "_devurl": "https://github.com/jaredhuling/forestbalance", "_searchresults": 14, "_topics": [ "cpp" ], "_rbuild": "4.6.1", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/forestBalance.html", "extra/readme.html", "extra/readme.md", "manual.pdf" ], "_homeurl": "https://github.com/jaredhuling/forestbalance", "_realowner": "jaredhuling", "_cranurl": true, "_releases": [ { "version": "0.1.0", "date": "2026-04-07" } ], "_exports": [ "compute_balance", "forest_balance", "forest_kernel", "get_leaf_node_matrix", "kernel_balance", "leaf_node_kernel", "leaf_node_kernel_Z", "simulate_data" ], "_help": [ { "page": "forestBalance-package", "title": "forestBalance: Forest Kernel Energy Balancing for Causal Inference", "topics": [ "forestBalance-package", "forestBalance" ] }, { "page": "compute_balance", "title": "Compute covariate balance diagnostics for a set of weights", "topics": [ "compute_balance", "print.forest_balance_diag" ] }, { "page": "forest_balance", "title": "Estimate ATE using forest-based kernel energy balancing", "topics": [ "forest_balance" ] }, { "page": "forest_kernel", "title": "Compute random forest proximity kernel from a GRF forest", "topics": [ "forest_kernel" ] }, { "page": "get_leaf_node_matrix", "title": "Extract leaf node membership matrix from a GRF forest", "topics": [ "get_leaf_node_matrix" ] }, { "page": "kernel_balance", "title": "Kernel energy balancing weights via closed-form solution", "topics": [ "kernel_balance" ] }, { "page": "leaf_node_kernel", "title": "Compute random forest proximity kernel from a leaf node matrix", "topics": [ "leaf_node_kernel" ] }, { "page": "leaf_node_kernel_Z", "title": "Build the sparse indicator matrix Z from a leaf node matrix", "topics": [ "leaf_node_kernel_Z" ] }, { "page": "print.forest_balance", "title": "Print a forest_balance object", "topics": [ "print.forest_balance" ] }, { "page": "simulate_data", "title": "Simulate observational study data with confounding", "topics": [ "simulate_data" ] }, { "page": "summary.forest_balance", "title": "Summarize a forest_balance object", "topics": [ "print.summary.forest_balance", "summary.forest_balance" ] } ], "_readme": "https://github.com/jaredhuling/forestbalance/raw/HEAD/README.md", "_rundeps": [ "DiceKriging", "grf", "lattice", "lmtest", "MASS", "Matrix", "Rcpp", "RcppEigen", "sandwich", "zoo" ], "_sysdeps": [ { "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": "augmented.Rmd", "filename": "augmented.html", "title": "Augmented (Doubly-Robust) Estimation", "engine": "knitr::rmarkdown", "headings": [ "Overview", "$$\\hat\\tau_", "Basic usage", "How it works with cross-fitting", "Simulation comparison", "User-supplied outcome predictions", "When to use augmentation", "References" ], "created": "2026-03-20 19:03:57", "modified": "2026-03-27 22:34:43", "commits": 2 }, { "source": "crossfitting.Rmd", "filename": "crossfitting.html", "title": "Cross-Fitting for Debiased Kernel Estimation", "engine": "knitr::rmarkdown", "headings": [ "The overfitting problem", "Cross-fitting details", "K-fold cross-fitting", "The role of leaf size", "Practical usage", "Choosing the number of folds", "References" ], "created": "2026-03-20 13:29:01", "modified": "2026-03-27 22:34:43", "commits": 5 }, { "source": "guide.Rmd", "filename": "guide.html", "title": "Getting Started with forestBalance", "engine": "knitr::rmarkdown", "headings": [ "Overview", "Setup", "Simulating data", "Estimating the ATE", "Forest balance", "Entropy balancing (WeightIt)", "Energy balancing (WeightIt)", "Comparison", "Covariate balance", "Simulation study", "Step-by-step interface" ], "created": "2026-03-19 19:02:57", "modified": "2026-03-27 22:34:43", "commits": 6 }, { "source": "performance.Rmd", "filename": "performance.html", "title": "Performance and Scalability", "engine": "knitr::rmarkdown", "headings": [ "Overview", "Mathematical background", "The kernel energy balancing system", "The kernel factorization", "Direct solver (block Cholesky)", "CG solver (matrix-free)", "Block Jacobi preconditioned CG (default for large $n$)", "Solver comparison", "End-to-end timing", "Scaling with number of trees", "Pipeline stage breakdown", "Memory usage", "Summary" ], "created": "2026-03-19 19:02:57", "modified": "2026-03-27 22:34:43", "commits": 12 } ], "_score": 5.049218022670182, "_indexed": true, "_nocasepkg": "forestbalance", "_universes": [ "jaredhuling" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "0.1.1", "date": "2026-07-07T08:40:12.000Z", "distro": "resolute", "arch": "aarch64", "commit": "057d235b842a8f1ec45866af618b3bddb085141e", "fileid": "https://r2.ropensci.org/65e8a12ac77adaaca8a840014fd1f31c3adf0836aca439eef20577e0b177c6d8", "status": "success", "check": "WARNING", "buildurl": "https://github.com/r-universe/jaredhuling/actions/runs/28852810964" }, { "r": "4.7.0", "os": "linux", "version": "0.1.1", "date": "2026-07-07T08:39:22.000Z", "distro": "resolute", "arch": "x86_64", "commit": "057d235b842a8f1ec45866af618b3bddb085141e", "fileid": "https://r2.ropensci.org/4920bc5536838bbeb1cf058962b7a857fe077d17aa806a5dbe1c475cf3c34578", "status": "success", "check": "WARNING", "buildurl": "https://github.com/r-universe/jaredhuling/actions/runs/28852810964" }, { "r": "4.6.1", "os": "linux", "version": "0.1.1", "date": "2026-07-07T08:39:40.000Z", "distro": "resolute", "arch": "aarch64", "commit": "057d235b842a8f1ec45866af618b3bddb085141e", "fileid": "https://r2.ropensci.org/02007d217ba7ae1a6cb97211cc5acd3763a4d9febb34139cb7b86f6d0e1b795c", "status": "success", "check": "WARNING", "buildurl": "https://github.com/r-universe/jaredhuling/actions/runs/28852810964" }, { "r": "4.6.1", "os": "linux", "version": "0.1.1", "date": "2026-07-07T08:39:30.000Z", "distro": "resolute", "arch": "x86_64", "commit": "057d235b842a8f1ec45866af618b3bddb085141e", "fileid": "https://r2.ropensci.org/003fc61177591c74fb4b54f8cc84cebd2f5dc3620d46e51149879b271f3273f0", "status": "success", "check": "WARNING", "buildurl": "https://github.com/r-universe/jaredhuling/actions/runs/28852810964" }, { "r": "4.5.3", "os": "mac", "version": "0.1.1", "date": "2026-07-07T08:42:11.000Z", "arch": "aarch64", "commit": "057d235b842a8f1ec45866af618b3bddb085141e", "fileid": "https://r2.ropensci.org/6f58639acc74f016191fd23b609e6801c2113c224a9f61b2781dea7b73b10008", "status": "success", "check": "WARNING", "buildurl": "https://github.com/r-universe/jaredhuling/actions/runs/28852810964" }, { "r": "4.5.3", "os": "mac", "version": "0.1.1", "date": "2026-07-07T08:39:56.000Z", "arch": "x86_64", "commit": "057d235b842a8f1ec45866af618b3bddb085141e", "fileid": "https://r2.ropensci.org/5da4e31f21a755bbb265ba0b6a663f3a4afe89b707441c9a2056401098df48d4", "status": "success", "check": "WARNING", "buildurl": "https://github.com/r-universe/jaredhuling/actions/runs/28852810964" }, { "r": "4.6.1", "os": "mac", "version": "0.1.1", "date": "2026-07-07T08:45:30.000Z", "arch": "aarch64", "commit": "057d235b842a8f1ec45866af618b3bddb085141e", "fileid": "https://r2.ropensci.org/e8bd5305bfa3f1ce7f13958f1475c03e9b34c70d9606ad66511fa9e05c6b59f6", "status": "success", "check": "WARNING", "buildurl": "https://github.com/r-universe/jaredhuling/actions/runs/28852810964" }, { "r": "4.6.1", "os": "mac", "version": "0.1.1", "date": "2026-07-07T08:41:32.000Z", "arch": "x86_64", "commit": "057d235b842a8f1ec45866af618b3bddb085141e", "fileid": "https://r2.ropensci.org/17441113d6fce02f522fb2510319ba06ce74c1058eddda56c59a92d154a1b0a5", "status": "success", "check": "WARNING", "buildurl": "https://github.com/r-universe/jaredhuling/actions/runs/28852810964" }, { "r": "4.6.0", "os": "wasm", "version": "0.1.1", "date": "2026-07-07T08:39:48.000Z", "arch": "emscripten", "commit": "057d235b842a8f1ec45866af618b3bddb085141e", "fileid": "https://r2.ropensci.org/9d083f1fdc9ed2e5087589a2d6eb885d320dc48bd0522af836e6049985707f41", "status": "success", "buildurl": "https://github.com/r-universe/jaredhuling/actions/runs/28852810964" }, { "r": "4.7.0", "os": "win", "version": "0.1.1", "date": "2026-07-07T08:39:04.000Z", "arch": "x86_64", "commit": "057d235b842a8f1ec45866af618b3bddb085141e", "fileid": "https://r2.ropensci.org/b870f25d1609c27f75a8f3d2802c8b2f12536261df38313f9756065963c77197", "status": "success", "check": "WARNING", "buildurl": "https://github.com/r-universe/jaredhuling/actions/runs/28852810964" }, { "r": "4.5.3", "os": "win", "version": "0.1.1", "date": "2026-07-07T08:38:31.000Z", "arch": "x86_64", "commit": "057d235b842a8f1ec45866af618b3bddb085141e", "fileid": "https://r2.ropensci.org/c7df2c8345644a5eb520804747687c269ebe44937e3ba5738bb39cd5d24b40ed", "status": "success", "check": "WARNING", "buildurl": "https://github.com/r-universe/jaredhuling/actions/runs/28852810964" }, { "r": "4.6.1", "os": "win", "version": "0.1.1", "date": "2026-07-07T08:38:24.000Z", "arch": "x86_64", "commit": "057d235b842a8f1ec45866af618b3bddb085141e", "fileid": "https://r2.ropensci.org/2f3c4536ed0ac41f767bad8f26a12ec7cb0ecefac77d0fd78f3f9adf0bc3b4c2", "status": "success", "check": "WARNING", "buildurl": "https://github.com/r-universe/jaredhuling/actions/runs/28852810964" } ] }