{ "_id": "6a1eaeb0b25058d4daadaa35", "Package": "multe", "Title": "Multiple Treatment Effects Regression", "Version": "1.1.0.9000", "Authors@R": "c(person(given = \"Michal\",\nfamily = \"Kolesár\",\nrole = c(\"aut\", \"cre\"),\nemail = \"kolesarmi@googlemail.com\",\ncomment = c(ORCID = \"0000-0002-2482-7796\")),\nperson(given= \"Paul\",\nfamily = \"Goldsmith-Pinkham\",\nrole = \"ctb\",\nemail = \"paulgp@gmail.com\"),\nperson(given = \"Peter\",\nfamily = \"Hull\",\nrole = \"ctb\",\nemail = \"peter_hull@brown.edu\"))", "Description": "Implements contamination bias diagnostics and alternative\nestimators for regressions with multiple treatments. The\nimplementation is based on Goldsmith-Pinkham, Hull, and Kolesár\n(2024) .", "License": "MIT + file LICENSE", "Encoding": "UTF-8", "LazyData": "true", "Config/testthat/edition": "3", "Language": "en-US", "URL": "https://github.com/kolesarm/multe", "BugReports": "https://github.com/kolesarm/multe/issues", "Roxygen": "list(markdown = TRUE)", "RoxygenNote": "7.3.2", "VignetteBuilder": "knitr", "Repository": "https://kolesarm.r-universe.dev", "Date/Publication": "2024-12-13 16:12:39 UTC", "RemoteUrl": "https://github.com/kolesarm/multe", "RemoteRef": "HEAD", "RemoteSha": "3731a1809f96c9e57a8687e6c8f05c552e8ab4ce", "NeedsCompilation": "no", "Packaged": { "Date": "2026-06-02 10:18:43 UTC", "User": "root" }, "Author": "Michal Kolesár [aut, cre] (ORCID:\n),\nPaul Goldsmith-Pinkham [ctb],\nPeter Hull [ctb]", "Maintainer": "Michal Kolesár ", "MD5sum": "bb7096dc26788022245e456c2e8561b2", "_user": "kolesarm", "_type": "src", "_file": "multe_1.1.0.9000.tar.gz", "_fileid": 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"topics": [ "multe" ] } ], "_readme": "https://github.com/kolesarm/multe/raw/HEAD/README.md", "_rundeps": [ "nnet" ], "_vignettes": [ { "source": "multe.Rmd", "filename": "multe.html", "title": "Multiple Treatment Effects Regression", "author": "Michal Kolesár", "engine": "knitr::rmarkdown", "headings": [ "Standard errors", "Methods", "Oracle standard errors", "Overlap sample", "Wald and LM tests", "The score evaluated at the unrestricted estimator $\\hat", "Derivations", "Finally, we show \\eqref{eq:overlap_oracle}. The derivative of the moment condition\\eqref{eq:moment_overlap_weights} with respect to $\\pi_{k}=p_{k}$ (assumingcorrect specification of the propensity score) is given by\\begin{equation*}-E[\\lambda\\frac{X_{ik}}{p_{k}^{2}(W_{i})} (\\mu_{k}-\\alpha^{\\text{CW}}{k})\\dot{p}{k}(W_{i})],\\end{equation*}where we write $\\lambda$ for $\\lcw(W_{i})$. Since $p_{k}$ is a projection, byProposition 4 in @newey94ecta, the influence function for$\\hat{\\alpha}^{\\text{CW}}{k}$ is given by\\begin{multline*}\\frac{1}{E[\\lambda]}\\left( \\lambda \\frac{X{ik}}{p_{k}(W_{i})}(Y_{i}-\\alpha^{\\text{CW}}{k})-\\frac{\\lambda}{p{k}(W_{i})}(\\mu_{k}(W_{i})-\\alpha^{\\text{CW}}{k})(X{ik}-p_{k}(W_{i}))\\right)\\", "References" ], "created": "2023-08-02 13:56:59", "modified": "2024-07-10 19:13:54", "commits": 7 } ], "_score": 4.929418925714293, "_indexed": true, "_nocasepkg": "multe", "_universes": [ "kolesarm" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "1.1.0.9000", "date": "2026-06-02T10:20:32.000Z", "distro": "noble", "commit": "3731a1809f96c9e57a8687e6c8f05c552e8ab4ce", "fileid": "e2284135197c48e9d103a3b7b44ea7e8634f35afaaecccf0aac247cb7991cde8", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/kolesarm/actions/runs/26813299321" }, { "r": "4.6.0", "os": "linux", "version": "1.1.0.9000", "date": "2026-06-02T10:20:30.000Z", "distro": "noble", "commit": "3731a1809f96c9e57a8687e6c8f05c552e8ab4ce", "fileid": "e46d775bf9777359923ec6be58b24cefc2a06040cc7e176118449bd70d3ec9d3", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/kolesarm/actions/runs/26813299321" }, { "r": "4.5.3", "os": "mac", "version": "1.1.0.9000", "date": "2026-06-02T10:20:40.000Z", "commit": "3731a1809f96c9e57a8687e6c8f05c552e8ab4ce", "fileid": "f5bdac10b51b76f834e3151f2b1408eb1b4b2a870b955098c0eb1166e8fba137", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/kolesarm/actions/runs/26813299321" }, { "r": "4.6.0", "os": "mac", "version": "1.1.0.9000", "date": "2026-06-02T10:20:25.000Z", "commit": "3731a1809f96c9e57a8687e6c8f05c552e8ab4ce", "fileid": "1594716be9c0ad597566c3b130ea95b6cc0c7050363e31203333379d53e9ccae", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/kolesarm/actions/runs/26813299321" }, { "r": "4.6.0", "os": "wasm", "version": "1.1.0.9000", "date": "2026-06-02T10:20:39.000Z", "commit": "3731a1809f96c9e57a8687e6c8f05c552e8ab4ce", "fileid": "ab5d6274e6fbd8e3c0f1831c18a86e94476f8fdd759f83da596574b95d565f92", "status": "success", "buildurl": "https://github.com/r-universe/kolesarm/actions/runs/26813299321" }, { "r": "4.7.0", "os": "win", "version": "1.1.0.9000", "date": "2026-06-02T10:20:00.000Z", "commit": "3731a1809f96c9e57a8687e6c8f05c552e8ab4ce", "fileid": "7c790c4ad57b096bbabbd9e047f65c2e372c383e1a2901ab50eaf8aaf3c7e175", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/kolesarm/actions/runs/26813299321" }, { "r": "4.5.3", "os": "win", "version": "1.1.0.9000", "date": "2026-06-02T10:19:48.000Z", "commit": "3731a1809f96c9e57a8687e6c8f05c552e8ab4ce", "fileid": "77a240a912089a89a89580cba0c813849d99139ec3888da215be8e1fd6af2823", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/kolesarm/actions/runs/26813299321" }, { "r": "4.6.0", "os": "win", "version": "1.1.0.9000", "date": "2026-06-02T10:20:48.000Z", "commit": "3731a1809f96c9e57a8687e6c8f05c552e8ab4ce", "fileid": "450007e72b7c15724bd0e34c6e01666595d6270eea0e017951030f206abf30ce", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/kolesarm/actions/runs/26813299321" } ] }