{ "_id": "6abcd14599f7aa8c6aa4c3fd", "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": "2026-09-30 08:24:40 UTC", "User": "root" }, "Author": "Michal Kolesár [aut, cre] (ORCID:\n),\nPaul Goldsmith-Pinkham [ctb],\nPeter Hull [ctb]", "Maintainer": "Michal Kolesár ", "_user": "kolesarm", "_type": "src", "_file": "multe_1.1.0.9000.tar.gz", "_fileid": "https://r2.ropensci.org/dbe29dbd46a476ce99ff78f0d93ce9262a30a9ce7a3ce273a6d5aaada78981e8", "_filesize": 386769, "_sha256": "dbe29dbd46a476ce99ff78f0d93ce9262a30a9ce7a3ce273a6d5aaada78981e8", "_expires": "2027-01-08T09:07:16.000Z", "_created": "2026-09-30T08:24:40.000Z", "_published": "2026-09-30T09:07:17.774Z", "_jobs": [ { "job": 109803241970, "time": 159, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "11084049740" }, { "job": 109803241885, "time": 176, "config": "linux-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "11085411262" }, { "job": 109803241756, "time": 191, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "11086143935" }, { "job": 109803241751, "time": 173, "config": "macos-release-arm64", "r": "4.6.1", "check": "OK", "artifact": "11086419478" }, { "job": 109802262947, "time": 175, "config": "source", "r": "4.6.1", "check": "OK", "artifact": "11084729980" }, { "job": 109803241799, "time": 127, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "11084279192" }, { "job": 109803241982, "time": 61, "config": "windows-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "11085470562" }, { "job": 109803241896, "time": 90, "config": "windows-oldrel-x86_64", "r": "4.5.3", "check": "OK", "artifact": "11084528858" }, { "job": 109803241839, "time": 69, "config": "windows-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "11085410892" } ], "_host": "GitHub-Actions", "_buildurl": "https://github.com/r-universe/kolesarm/actions/runs/36689199596", "_status": "success", "_upstream": "https://github.com/kolesarm/multe", "_commit": { "id": "3731a1809f96c9e57a8687e6c8f05c552e8ab4ce", "author": "Michal Kolesár ", "committer": "Michal Kolesár ", "message": "textlive under linux\n", "time": 1734106359 }, "_maintainer": { "name": "Michal Kolesár", "email": "kolesarmi@googlemail.com", "login": "kolesarm", "description": "", "uuid": 1134751, "orcid": "0000-0002-2482-7796" }, "_distro": "resolute", "_registered": true, "_dependencies": [ { "package": "R", "version": ">= 4.3.0", "role": "Depends" }, { "package": "stats", "role": "Imports" }, { "package": "nnet", "role": "Imports" }, { "package": "spelling", "role": "Suggests" }, { "package": "knitr", "role": "Suggests" }, { "package": "formatR", "role": "Suggests" }, { "package": "rmarkdown", "role": "Suggests" }, { "package": "testthat", "version": ">= 3.0.0", "role": "Suggests" } ], "_owner": "kolesarm", "_selfowned": true, "_usedby": 0, "_updates": [], "_tags": [], "_topics": [ "regression" ], "_stars": 17, "_contributors": [ { "user": "kolesarm", "count": 45, "uuid": 1134751 } ], "_userbio": { "uuid": 1134751, "type": "user", "name": "Michal Kolesár", "followers": 238 }, "_downloads": { "count": 408, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/multe" }, "_devurl": "https://github.com/kolesarm/multe", "_searchresults": 0, "_rbuild": "4.6.1", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/manual.pdf", "extra/multe.html", "extra/NEWS.html", "extra/NEWS.txt", "extra/readme.html", "extra/readme.md", "LICENSE" ], "_homeurl": "https://github.com/kolesarm/multe", "_realowner": "kolesarm", "_cranurl": true, "_releases": [ { "version": "1.0.0", "date": "2024-02-14" }, { "version": "1.0.1", "date": "2024-06-19" }, { "version": "1.1.0", "date": "2024-07-12" } ], "_exports": [ "multe" ], "_datasets": [ { "name": "fl", "title": "ECLS data from Fryer and Levitt (2013)", "object": "fl", "class": [ "data.frame" ], "fields": [ "W1C0", "W2C0", "multiple_birth", "parent_score", "SES_quintile", "region", "interviewer_ID_9", "interviewer_ID_24", "mom_age", "days_premature", "siblings", "family_structure", "birthweight", "female", "mom_age_NA", "age_9", "age_24", "std_iq_9", "std_iq_24", "parent_score_NA", "race" ], "rows": 8806, "table": true, "tojson": true } ], "_help": [ { "page": "fl", "title": "ECLS data from Fryer and Levitt (2013)", "topics": [ "fl" ] }, { "page": "multe", "title": "Multiple Treatment Effects Regression", "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": "2026-09-30T08:27:10.000Z", "distro": "resolute", "commit": "3731a1809f96c9e57a8687e6c8f05c552e8ab4ce", "fileid": "https://r2.ropensci.org/2640293941da22f807e246bf54d230c58752286d226925b4de671fa4ec6abf36", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/kolesarm/actions/runs/36689199596" }, { "r": "4.6.1", "os": "linux", "version": "1.1.0.9000", "date": "2026-09-30T08:27:29.000Z", "distro": "resolute", "commit": "3731a1809f96c9e57a8687e6c8f05c552e8ab4ce", "fileid": "https://r2.ropensci.org/f650adbaf9471a7710869978b95bde089322c518c7e4e88a1d7302101faebd54", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/kolesarm/actions/runs/36689199596" }, { "r": "4.5.3", "os": "mac", "version": "1.1.0.9000", "date": "2026-09-30T09:00:40.000Z", "commit": "3731a1809f96c9e57a8687e6c8f05c552e8ab4ce", "fileid": "https://r2.ropensci.org/95e4cb9d8930254a45e9c3111a6ea21507467a1d1ced257d55b6d19049c7ac13", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/kolesarm/actions/runs/36689199596" }, { "r": "4.6.1", "os": "mac", "version": "1.1.0.9000", "date": "2026-09-30T09:05:50.000Z", "commit": "3731a1809f96c9e57a8687e6c8f05c552e8ab4ce", "fileid": "https://r2.ropensci.org/f0f93302ce572e376895710de48abee523e81c8166d9b4cff7f459096797d3d9", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/kolesarm/actions/runs/36689199596" }, { "r": "4.6.0", "os": "wasm", "version": "1.1.0.9000", "date": "2026-09-30T08:27:00.000Z", "commit": "3731a1809f96c9e57a8687e6c8f05c552e8ab4ce", "fileid": "https://r2.ropensci.org/64cd61a640185d6ddb1518ce804cb408114ea00d149bcf329fae023d4619460f", "status": "success", "buildurl": "https://github.com/r-universe/kolesarm/actions/runs/36689199596" }, { "r": "4.7.0", "os": "win", "version": "1.1.0.9000", "date": "2026-09-30T08:25:33.000Z", "commit": "3731a1809f96c9e57a8687e6c8f05c552e8ab4ce", "fileid": "https://r2.ropensci.org/a9763f1b498bf8afb25834183a56ede4cc2477b153341d830350195c9ad50c1b", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/kolesarm/actions/runs/36689199596" }, { "r": "4.5.3", "os": "win", "version": "1.1.0.9000", "date": "2026-09-30T08:25:55.000Z", "commit": "3731a1809f96c9e57a8687e6c8f05c552e8ab4ce", "fileid": "https://r2.ropensci.org/c563295d63facbe185a0840bc853e6cdfd3be2a6dd34ba6dfadd0db208a80600", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/kolesarm/actions/runs/36689199596" }, { "r": "4.6.1", "os": "win", "version": "1.1.0.9000", "date": "2026-09-30T08:25:37.000Z", "commit": "3731a1809f96c9e57a8687e6c8f05c552e8ab4ce", "fileid": "https://r2.ropensci.org/ef7dee2501faa272daa0f9cdc65d34c610db7ae888224ded63985fce11975ecd", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/kolesarm/actions/runs/36689199596" } ] }