{ "_id": "6ac21530773a0037682c1a09", "Package": "WALS", "Version": "0.2.6", "Date": "2025-07-11", "Title": "Weighted-Average Least Squares Model Averaging", "Authors@R": "person(\"Kevin\", \"Huynh\", email = \"kevin.huynh-dev@gmx.ch\",\nrole = c(\"aut\", \"cre\"),\ncomment = c(ORCID = \"0000-0002-4621-2274\"))", "Description": "Implements Weighted-Average Least Squares model averaging\nfor negative binomial regression models of Huynh (2024)\n, generalized linear models of\nDe Luca, Magnus, Peracchi (2018)\n and linear regression\nmodels of Magnus, Powell, Pruefer (2010)\n, see also Magnus, De Luca\n(2016) . Weighted-Average Least Squares\nfor the linear regression model is based on the original\n'MATLAB' code by Magnus and De Luca\n, see also Kumar,\nMagnus (2013) and De Luca,\nMagnus (2011) .", "License": "GPL-2 | GPL-3", "URL": "https://github.com/kevhuy/WALS", "BugReports": "https://github.com/kevhuy/WALS/issues", "LazyData": "true", "RdMacros": "Rdpack", "Encoding": "UTF-8", "Roxygen": "list(markdown = TRUE)", "RoxygenNote": "7.3.2", "Repository": "https://kevhuy.r-universe.dev", "Date/Publication": "2025-07-11 20:53:37 UTC", "RemoteUrl": "https://github.com/kevhuy/wals", "RemoteRef": "HEAD", "RemoteSha": "7dbc8c4495062c8d5c872dda3da53118c73a5dd3", "NeedsCompilation": "no", "Packaged": { "Date": "2026-10-04 08:32:45 UTC", "User": "root" }, "Author": "Kevin Huynh [aut, cre] (ORCID: )", "Maintainer": "Kevin Huynh ", "_user": "kevhuy", "_type": "src", "_file": "WALS_0.2.6.tar.gz", "_fileid": "https://r2.ropensci.org/18ec98e7c026b7ff930570ea66d24ee98ab297d8dabdabd2543f0f0d45311700", "_filesize": 633417, "_sha256": "18ec98e7c026b7ff930570ea66d24ee98ab297d8dabdabd2543f0f0d45311700", "_expires": "2027-01-12T08:58:22.000Z", "_created": "2026-10-04T08:32:45.000Z", "_published": "2026-10-04T08:58:24.432Z", "_jobs": [ { "job": 111397912915, "time": 130, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "11298318814" }, { "job": 111397912949, "time": 126, "config": "linux-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "11298059481" }, { "job": 111397913038, "time": 183, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "11298338872" }, { "job": 111397912928, "time": 134, "config": "macos-release-arm64", "r": "4.6.1", "check": "OK", "artifact": "11298795565" }, { "job": 111397426644, "time": 171, "config": "source", "r": "4.6.1", "check": "OK", "artifact": "11298163998" }, { "job": 111397912966, "time": 106, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "11297518746" }, { "job": 111397912940, "time": 84, "config": "windows-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "11297809848" }, { "job": 111397913001, "time": 84, "config": "windows-oldrel-x86_64", "r": "4.5.3", "check": "OK", "artifact": "11298323757" }, { "job": 111397912945, "time": 83, "config": "windows-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "11297538734" } ], "_host": "GitHub-Actions", "_buildurl": "https://github.com/r-universe/kevhuy/actions/runs/37189106069", "_status": "success", "_upstream": "https://github.com/kevhuy/wals", "_commit": { "id": "7dbc8c4495062c8d5c872dda3da53118c73a5dd3", "author": "kevhuy ", "committer": "kevhuy ", "message": "Bump to v0.2.6: updated email address.\n", "time": 1752267217 }, "_maintainer": { "name": "Kevin Huynh", "email": "kevin.huynh-dev@gmx.ch", "login": "kevhuy", "description": "", "uuid": 20842459, "orcid": "0000-0002-4621-2274" }, "_distro": "resolute", "_registered": true, "_dependencies": [ { "package": "R", "version": ">= 4.0.0", "role": "Depends" }, { "package": "Formula", "version": ">= 1.2-3", "role": "Imports" }, { "package": "MASS", "version": ">= 7.3-51.6", "role": "Imports" }, { "package": "methods", "role": "Imports" }, { "package": "Rdpack", "version": ">= 2.1.3", "role": "Imports" }, { "package": "stats", "role": "Imports" }, { "package": "AER", "role": "Suggests" }, { "package": "BayesVarSel", "role": "Suggests" }, { "package": "BMS", "role": "Suggests" }, { "package": "testthat", "version": ">= 3.1.10", "role": "Suggests" } ], "_owner": "kevhuy", "_selfowned": true, "_usedby": 0, "_updates": [], "_tags": [], "_stars": 1, "_contributors": [ { "user": "kevhuy", "count": 260, "uuid": 20842459 } ], "_userbio": { "uuid": 20842459, "type": "user", "name": "kevhuy", "followers": 3 }, "_downloads": { "count": 261, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/WALS" }, "_devurl": "https://github.com/kevhuy/wals", "_searchresults": 6, "_rbuild": "4.6.1", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/manual.pdf", "extra/NEWS.html", "extra/NEWS.txt", "extra/readme.html", "extra/readme.md", "extra/WALS.html" ], "_homeurl": "https://github.com/kevhuy/wals", "_realowner": "kevhuy", "_cranurl": true, "_releases": [ { "version": "0.2.3", "date": "2023-09-22" }, { "version": "0.2.4", "date": "2023-11-03" }, { "version": "0.2.5", "date": "2024-06-21" }, { "version": "0.2.6", "date": "2025-07-13" } ], "_exports": [ "binomialWALS", "controlGLM", "controlNB", "familyPrior", "familyWALS", "laplace", "negbinFixedWALS", "negbinWALS", "poissonWALS", "subbotin", "wals", "walsFit", "walsGLM", "walsGLMfit", "walsGLMfitIterate", "walsNB", "walsNBfit", "walsNBfitIterate", "weibull" ], "_datasets": [ { "name": "GrowthMP", "title": "Determinants of Economic Growth", "object": "GrowthMP", "class": [ "data.frame" ], "fields": [ "gdpgrowth", "lgdp60", "yrsopen", "mining", "primexp70", "invest", "rerd", "school60", "life60", "popgrowth", "war", "revcoup", "rights", "civil", "out", "capitalism", "colony", "english", "foreign", "frac", "protestant", "catholic", "muslim", "area", "abslat" ], "rows": 37, "table": true, "tojson": true }, { "name": "GrowthMPP", "title": "Determinants of Economic Growth", "object": "GrowthMPP", "class": [ "data.frame" ], "fields": [ "country", "gdpgrowth", "lgdp60", "equipinv", "school60", "life60", "popgrowth", "law", "tropics", "avelf", "confucian" ], "rows": 74, "table": true, "tojson": true } ], "_help": [ { "page": "checkSingularitySVD", "title": "Internal function: Check singularity of SVDed matrix", "topics": [ "checkSingularitySVD" ] }, { "page": "computeGamma1", "title": "Internal function: Compute model-averaged estimator of focus regressors in walsNB", "topics": [ "computeGamma1" ] }, { "page": "computeGamma1r", "title": "Internal function: Computes fully restricted one-step ML estimator for transformed regressors in walsNB", "topics": [ "computeGamma1r" ] }, { "page": "computeGammaUnSVD", "title": "Internal function: Computes unrestricted one-step ML estimator for transformed regressors in walsNB", "topics": [ "computeGammaUnSVD" ] }, { "page": "computePosterior", "title": "Internal function: Compute posterior mean and variance of normal location problem", "topics": [ "computePosterior", "computePosterior.familyPrior", "computePosterior.familyPrior_laplace" ] }, { "page": "computeX2M1X2", "title": "Internal function: Computes X2M1X2 for walsNB when SVD is applied to Z1", "topics": [ "computeX2M1X2" ] }, { "page": "controlGLM", "title": "Control function for initial GLM fit", "topics": [ "controlGLM" ] }, { "page": "controlNB", "title": "Control function for initial NB fit", "topics": [ "controlNB" ] }, { "page": "ddweibull", "title": "Internal function: double (reflected) Weibull density", "topics": [ "ddweibull" ] }, { "page": "dlaplace", "title": "Internal function: Laplace density", "topics": [ "dlaplace" ] }, { "page": "dsubbotin", "title": "Internal function: Subbotin density", "topics": [ "dsubbotin" ] }, { "page": "familyPrior", "title": "Family Objects for Prior Distributions in WALS", "topics": [ "familyPrior", "familyPrior.wals", "familyPrior_laplace", "laplace", "print.familyPrior", "subbotin", "weibull" ] }, { "page": "familyWALS", "title": "Extended Family Objects for Models", "topics": [ "binomialWALS", "familyNBWALS", "familyWALS", "familyWALS.walsGLM", "familyWALScount", "negbinFixedWALS", "negbinWALS", "poissonWALS" ] }, { "page": "fitNB2", "title": "Internal function: Fits a NB2 regression via maximum likelihood with log-link for mean and dispersion parameter.", "topics": [ "fitNB2" ] }, { "page": "gammaToBeta", "title": "Internal function: Transform gammas back to betas", "topics": [ "gammaToBeta" ] }, { "page": "GrowthMP", "title": "Determinants of Economic Growth", "topics": [ "GrowthMP" ] }, { "page": "GrowthMPP", "title": "Determinants of Economic Growth", "topics": [ "GrowthMPP" ] }, { "page": "negativeBinomial", "title": "Negative binomial family", "topics": [ "negativeBinomial" ] }, { "page": "predict.wals", "title": "Methods for wals and walsMatrix Objects", "topics": [ "coef.wals", "fitted.wals", "model.matrix.wals", "nobs.wals", "predict.wals", "predict.walsMatrix", "print.summary.wals", "print.wals", "residuals.wals", "summary.wals", "terms.wals", "vcov.wals" ] }, { "page": "predict.walsGLM", "title": "Methods for walsGLM, walsGLMmatrix, walsNB and walsNBmatrix Objects", "topics": [ "logLik.walsGLM", "predict.walsGLM", "predict.walsGLMmatrix", "print.summary.walsGLM", "print.summary.walsNB", "print.walsGLM", "residuals.walsGLM", "summary.walsGLM", "summary.walsNB" ] }, { "page": "predictCounts", "title": "Internal methods: Predict probability for counts", "topics": [ "predictCounts", "predictCounts.familyWALScount" ] }, { "page": "semiorthogonalize", "title": "Internal function: Semiorthogonal-type transformation of X2 to Z2", "topics": [ "semiorthogonalize" ] }, { "page": "snbinom", "title": "Internal function: first derivatives of NB2 PMF", "topics": [ "snbinom" ] }, { "page": "svdLSplus", "title": "Internal function: Uses SVD components to compute final estimate via Sherman-Morrison-Woodbury formula.", "topics": [ "svdLSplus" ] }, { "page": "vcov.walsNB", "title": "Calculate Variance-Covariance Matrix for a '\"walsNB\"' object", "topics": [ "vcov.walsNB" ] }, { "page": "wals", "title": "Weighted-Average Least Squares for linear regression models", "topics": [ "wals", "wals.default", "wals.formula", "wals.matrix" ] }, { "page": "walsFit", "title": "Fitter function for Weighted Average Least Squares estimation", "topics": [ "walsFit" ] }, { "page": "walsGLM", "title": "Weighted Average Least Squares for Generalized Linear Models", "topics": [ "walsGLM", "walsGLM.default", "walsGLM.formula", "walsGLM.matrix", "walsGLMmatrix" ] }, { "page": "walsGLMfit", "title": "Fitter function for Weighted Average Least Squares estimation of GLMs", "topics": [ "walsGLMfit" ] }, { "page": "walsGLMfitIterate", "title": "Iteratively fitting walsGLM, internal function for walsGLM.formula and walsGLM.matrix.", "topics": [ "walsGLMfitIterate" ] }, { "page": "walsNB", "title": "Weighted-Average Least Squares for Negative Binomial Regression", "topics": [ "walsNB", "walsNB.default", "walsNB.formula", "walsNB.matrix", "walsNBmatrix" ] }, { "page": "walsNBfit", "title": "Fitter function for Weighted Average Least Squares estimation of NB2 regression model", "topics": [ "walsNBfit" ] }, { "page": "walsNBfitIterate", "title": "Iteratively fitting walsNB, internal function for walsNB.formula and walsNB.matrix.", "topics": [ "walsNBfitIterate" ] } ], "_readme": "https://github.com/kevhuy/wals/raw/HEAD/README.md", "_rundeps": [ "Formula", "MASS", "rbibutils", "Rdpack" ], "_score": 2.6989700043360187, "_indexed": true, "_nocasepkg": "wals", "_universes": [ "kevhuy" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "0.2.6", "date": "2026-10-04T08:34:48.000Z", "distro": "resolute", "commit": "7dbc8c4495062c8d5c872dda3da53118c73a5dd3", "fileid": "https://r2.ropensci.org/bb9e12b263e8f51201a12c14bf64f1fe5ba87a1c28dc4b8ddbe1dac9b72c71ed", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/kevhuy/actions/runs/37189106069" }, { "r": "4.6.1", "os": "linux", "version": "0.2.6", "date": "2026-10-04T08:34:48.000Z", "distro": "resolute", "commit": "7dbc8c4495062c8d5c872dda3da53118c73a5dd3", "fileid": "https://r2.ropensci.org/b89ad6c8ac374374a22d00ae67f68867ca2caa6e95aee46d99bdc54e0d0ab484", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/kevhuy/actions/runs/37189106069" }, { "r": "4.5.3", "os": "mac", "version": "0.2.6", "date": "2026-10-04T08:57:08.000Z", "commit": "7dbc8c4495062c8d5c872dda3da53118c73a5dd3", "fileid": "https://r2.ropensci.org/efe547f034e9df23d4c3fda05568a73e88fa4b31ca9597c4a307dd7e50bed1ab", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/kevhuy/actions/runs/37189106069" }, { "r": "4.6.1", "os": "mac", "version": "0.2.6", "date": "2026-10-04T08:44:31.000Z", "commit": "7dbc8c4495062c8d5c872dda3da53118c73a5dd3", "fileid": "https://r2.ropensci.org/539e7a82e7c03376764d1a81883f92b42466498116b8d0d952587528b0213ef4", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/kevhuy/actions/runs/37189106069" }, { "r": "4.6.0", "os": "wasm", "version": "0.2.6", "date": "2026-10-04T08:34:50.000Z", "commit": "7dbc8c4495062c8d5c872dda3da53118c73a5dd3", "fileid": "https://r2.ropensci.org/e559105214b882a43d6dcdfc59764af8d164d8b41fb269eb9496817c0370f45a", "status": "success", "buildurl": "https://github.com/r-universe/kevhuy/actions/runs/37189106069" }, { "r": "4.7.0", "os": "win", "version": "0.2.6", "date": "2026-10-04T08:33:51.000Z", "commit": "7dbc8c4495062c8d5c872dda3da53118c73a5dd3", "fileid": "https://r2.ropensci.org/d47a9800250a26e62cd7404a4e33f9fa6ad9c471b20924f01b3ca2b77bcd1afe", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/kevhuy/actions/runs/37189106069" }, { "r": "4.5.3", "os": "win", "version": "0.2.6", "date": "2026-10-04T08:33:55.000Z", "commit": "7dbc8c4495062c8d5c872dda3da53118c73a5dd3", "fileid": "https://r2.ropensci.org/5d6986c8bb127f0a24b0dea68b865ac3943b7e2261e0c3738a4b602f176a035e", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/kevhuy/actions/runs/37189106069" }, { "r": "4.6.1", "os": "win", "version": "0.2.6", "date": "2026-10-04T08:33:57.000Z", "commit": "7dbc8c4495062c8d5c872dda3da53118c73a5dd3", "fileid": "https://r2.ropensci.org/54e66cd95cf2fb12684bf46f416e5daee0d9ce567321e7c7b483b81830ad0757", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/kevhuy/actions/runs/37189106069" } ] }