{ "_id": "6a0f60e0acfb0bcc41c5bbca", "Package": "localIV", "Type": "Package", "Title": "Estimation of Marginal Treatment Effects using Local\nInstrumental Variables", "Version": "0.3.1", "Authors@R": "person(\"Xiang\", \"Zhou\", email = \"xiang_zhou@fas.harvard.edu\",\nrole = c(\"aut\", \"cre\"))", "Description": "In the generalized Roy model, the marginal treatment\neffect (MTE) can be used as a building block for constructing\nconventional causal parameters such as the average treatment\neffect (ATE) and the average treatment effect on the treated\n(ATT). Given a treatment selection equation and an outcome\nequation, the function mte() estimates the MTE via the\nsemiparametric local instrumental variables method or the\nnormal selection model. The function mte_at() evaluates MTE at\ndifferent values of the latent resistance u with a given X = x,\nand the function mte_tilde_at() evaluates MTE projected onto\nthe estimated propensity score. The function ace() estimates\npopulation-level average causal effects such as ATE, ATT, or\nthe marginal policy relevant treatment effect.", "License": "GPL (>= 3)", "Encoding": "UTF-8", "LazyData": "true", "RoxygenNote": "7.0.2", "URL": "https://github.com/xiangzhou09/localIV", "BugReports": "https://github.com/xiangzhou09/localIV", "Config/pak/sysreqs": "cmake make libicu-dev", "Repository": "https://xiangzhou09.r-universe.dev", "Date/Publication": "2020-06-26 15:22:17 UTC", "RemoteUrl": "https://github.com/xiangzhou09/localiv", "RemoteRef": "HEAD", "RemoteSha": "23d308ab0b5feb2f9aefea83a685f05d8e3d5b63", "NeedsCompilation": "no", "Packaged": { "Date": "2026-05-21 10:52:54 UTC", "User": "root" }, "Author": "Xiang Zhou [aut, cre]", "Maintainer": "Xiang Zhou ", "MD5sum": "fe3929294194037dd449ef840b3f08f8", "_user": "xiangzhou09", "_type": "src", "_file": "localIV_0.3.1.tar.gz", "_fileid": "fa969995bf828300d8869dbe443f68f5c7cd2dd58505e4f2a7f2c7ba0e3feeb0", "_filesize": 410286, "_sha256": "fa969995bf828300d8869dbe443f68f5c7cd2dd58505e4f2a7f2c7ba0e3feeb0", "_created": "2026-05-21T10:52:54.000Z", "_published": "2026-05-21T19:45:36.872Z", "_distro": "noble", "_jobs": [ { "job": 77254904785, "time": 137, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "NOTE", "artifact": "7133860019" }, { "job": 77254905027, "time": 144, "config": "linux-release-x86_64", "r": "4.6.0", "check": "NOTE", "artifact": "7133861948" }, { "job": 77254904882, "time": 84, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "NOTE", "artifact": "7134158114" }, { "job": 77254905230, "time": 84, "config": "macos-release-arm64", "r": "4.6.0", "check": "NOTE", "artifact": "7134061246" }, { "job": 77254904244, "time": 175, "config": "source", "r": "4.6.0", "check": "OK", "artifact": "7133816655" }, { "job": 77254904299, "time": 130, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "7145592162" }, { "job": 77254905159, "time": 84, "config": "windows-devel", "r": "4.7.0", "check": "NOTE", "artifact": "7133843442" }, { "job": 77254905382, "time": 80, "config": "windows-oldrel", "r": "4.5.3", "check": "NOTE", "artifact": "7133841999" }, { "job": 77254904831, "time": 100, "config": "windows-release", "r": "4.6.0", "check": "NOTE", "artifact": "7133848341" } ], "_buildurl": "https://github.com/r-universe/xiangzhou09/actions/runs/26221399150", "_status": "success", "_host": "GitHub-Actions", "_upstream": "https://github.com/xiangzhou09/localiv", "_commit": { "id": "23d308ab0b5feb2f9aefea83a685f05d8e3d5b63", "author": "Xiang Zhou ", "committer": "Xiang Zhou ", "message": "update README\n", "time": 1593184937 }, "_maintainer": { "name": "Xiang Zhou", "email": "xiang_zhou@fas.harvard.edu", "login": "xiangzhou09", "description": "", "uuid": 23618131 }, "_registered": true, "_dependencies": [ { "package": "R", "version": ">= 3.3.0", "role": "Depends" }, { "package": "KernSmooth", "version": ">= 2.5.0", "role": "Imports" }, { "package": "mgcv", "version": ">= 1.8-19", "role": "Imports" }, { "package": "rlang", "version": ">= 0.4.4", "role": "Imports" }, { "package": "sampleSelection", "version": ">= 1.2-0", "role": "Imports" }, { "package": "stats", "role": "Imports" }, { "package": "dplyr", "role": "Suggests" }, { "package": "ggplot2", "role": "Suggests" }, { "package": "tidyr", "role": "Suggests" } ], "_owner": "xiangzhou09", "_selfowned": true, "_usedby": 0, "_updates": [], "_tags": [], "_stars": 6, "_contributors": [ { "user": "xiangzhou09", "count": 50, "uuid": 23618131 } ], "_userbio": { "uuid": 23618131, "type": "user", "name": "xiangzhou09" }, "_downloads": { "count": 208, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/localIV" }, "_devurl": "https://github.com/xiangzhou09/localiv", "_searchresults": 10, "_rbuild": "4.6.0", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/localIV.html", "extra/NEWS.html", "extra/NEWS.txt", "extra/readme.html", "extra/readme.md", "manual.pdf" ], "_homeurl": "https://github.com/xiangzhou09/localiv", "_realowner": "xiangzhou09", "_cranurl": true, "_releases": [ { "version": "0.1.0", "date": "2018-08-05" }, { "version": "0.2.0", "date": "2019-04-28" }, { "version": "0.2.1", "date": "2019-05-06" }, { "version": "0.3.0", "date": "2020-04-01" }, { "version": "0.3.1", "date": "2020-06-26" } ], "_exports": [ "ace", "mte", "mte_at", "mte_localIV", "mte_normal", "mte_tilde_at" ], "_datasets": [ { "name": "toydata", "title": "A Hypothetical Dataset for Illustrative Purpose", "object": "toydata", "class": [ "data.frame" ], "fields": [ "y", "x", "z", "d" ], "rows": 10000, "table": true, "tojson": true } ], "_help": [ { "page": "ace", "title": "Estimating Average Causal Effects from a Fitted MTE Model.", "topics": [ "ace" ] }, { "page": "mte", "title": "Fitting a Marginal Treatment Effects (MTE) Model.", "topics": [ "mte", "mte_localIV", "mte_normal" ] }, { "page": "mte_at", "title": "Evaluate Marginal Treatment Effects from a Fitted MTE Model.", "topics": [ "mte_at" ] }, { "page": "mte_tilde_at", "title": "Evaluate Marginal Treatment Effects Projected onto the Propensity Score", "topics": [ "mte_tilde_at" ] }, { "page": "toydata", "title": "A Hypothetical Dataset for Illustrative Purpose", "topics": [ "toydata" ] } ], "_readme": "https://github.com/xiangzhou09/localiv/raw/HEAD/README.md", "_rundeps": [ "abind", "backports", "boot", "broom", "car", "carData", "cli", "colorspace", "cowplot", "cpp11", "Deriv", "digest", "doBy", "dplyr", "farver", "forecast", "Formula", "fracdiff", "generics", "ggplot2", "glue", "gtable", "isoband", "KernSmooth", "labeling", "lattice", "lifecycle", "lme4", "lmtest", "magrittr", "MASS", "Matrix", "MatrixModels", "maxLik", "mgcv", "microbenchmark", "minqa", "miscTools", "modelr", "mvtnorm", "nlme", "nloptr", "nnet", "numDeriv", "pbkrtest", "pillar", "pkgconfig", "purrr", "quantreg", "R6", "rbibutils", "RColorBrewer", "Rcpp", "RcppArmadillo", "RcppEigen", "Rdpack", "reformulas", "rlang", "S7", "sampleSelection", "sandwich", "scales", "SparseM", "stringi", "stringr", "survival", "systemfit", "tibble", "tidyr", "tidyselect", "timeDate", "urca", "utf8", "vctrs", "VGAM", "viridisLite", "withr", "zoo" ], "_score": 3.4771212547196626, "_indexed": true, "_nocasepkg": "localiv", "_universes": [ "xiangzhou09" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "0.3.1", "date": "2026-05-21T10:55:07.000Z", "distro": "noble", "commit": "23d308ab0b5feb2f9aefea83a685f05d8e3d5b63", "fileid": "ba02a2e42651a03aed668d68d2f79849978d01f64241c563c11a41d782b82968", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/xiangzhou09/actions/runs/26221399150" }, { "r": "4.6.0", "os": "linux", "version": "0.3.1", "date": "2026-05-21T10:55:16.000Z", "distro": "noble", "commit": "23d308ab0b5feb2f9aefea83a685f05d8e3d5b63", "fileid": "e4b89b2ac552e3d4fe6978c7a6ec9c4c9cd0175565969a664b87490172c1207f", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/xiangzhou09/actions/runs/26221399150" }, { "r": "4.5.3", "os": "mac", "version": "0.3.1", "date": "2026-05-21T11:10:33.000Z", "commit": "23d308ab0b5feb2f9aefea83a685f05d8e3d5b63", "fileid": "1f7b96da94f6c4d7d726557803bb3392afbcb279b522346201f0ac15c259e655", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/xiangzhou09/actions/runs/26221399150" }, { "r": "4.6.0", "os": "mac", "version": "0.3.1", "date": "2026-05-21T11:05:39.000Z", "commit": "23d308ab0b5feb2f9aefea83a685f05d8e3d5b63", "fileid": "41d8d89de2b8cd9014ae196705f9953cca73811892c003ea89849aa45d75b3d8", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/xiangzhou09/actions/runs/26221399150" }, { "r": "4.6.0", "os": "wasm", "version": "0.3.1", "date": "2026-05-21T19:45:08.000Z", "commit": "23d308ab0b5feb2f9aefea83a685f05d8e3d5b63", "fileid": "d6c50c0e02940fccc8d3315414e651d87080fd7e09ee7860fe089467a965496c", "status": "success", "buildurl": "https://github.com/r-universe/xiangzhou09/actions/runs/26221399150" }, { "r": "4.7.0", "os": "win", "version": "0.3.1", "date": "2026-05-21T10:54:07.000Z", "commit": "23d308ab0b5feb2f9aefea83a685f05d8e3d5b63", "fileid": "93ba555333e84070d2fba5b35e558d7e6b640d4d3ad4c8b497a3cd71d0b63c51", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/xiangzhou09/actions/runs/26221399150" }, { "r": "4.5.3", "os": "win", "version": "0.3.1", "date": "2026-05-21T10:54:11.000Z", "commit": "23d308ab0b5feb2f9aefea83a685f05d8e3d5b63", "fileid": "f9d809077af0dd85f6b5635dbf10743056514cbcfce4a94161105e374505b7b5", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/xiangzhou09/actions/runs/26221399150" }, { "r": "4.6.0", "os": "win", "version": "0.3.1", "date": "2026-05-21T10:54:21.000Z", "commit": "23d308ab0b5feb2f9aefea83a685f05d8e3d5b63", "fileid": "f5699a6cc33e53829903b3092f4f8dfd24bb16315103c071a8e3f157961b136b", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/xiangzhou09/actions/runs/26221399150" } ] }