Type: Package Package: CanonicalFamilyExtra Title: Extra Canonical Link Family Objects for Generalized Linear Models Version: 1.0.0 Authors@R: person("Hongxiang", "Qiu", , "david940408@gmail.com", role = c("aut", "cre")) Description: Extra family objects in "weird" scenarios, particularly logistic or log-linear model with unbounded or non-binary/non-integer outcomes. Provides binomial_extra() and poisson_extra() as generalizations of binomial() and poisson(). The use of canonical link with the corresponding working likelihood in glm() ensures convexity, making model fitting reliable and independent of starting value. Robert WM Wedderburn (1974) and Peter McCullagh (1983) justified this method to fit generalized linear (mean) models with quasi-/working likelihood. License: GPL (>=2) Imports: stats Suggests: gee, geepack, SuperLearner, ipred, glmnet Encoding: UTF-8 RoxygenNote: 7.3.3 Roxygen: list(markdown = TRUE) Repository: https://qiu-hongxiang-david.r-universe.dev Date/Publication: 2026-05-25 18:52:37 UTC RemoteUrl: https://github.com/qiu-hongxiang-david/canonicalfamilyextra RemoteRef: HEAD RemoteSha: 584ffdb629d2e25c260e33de962d2d7420a589f5 NeedsCompilation: no Packaged: 2026-10-17 10:10:21 UTC; root Author: Hongxiang Qiu [aut, cre] Maintainer: Hongxiang Qiu