# ------------------------------------------------ # CITATION.cff file created with {cffr} R package # See also: https://docs.ropensci.org/cffr/ # ------------------------------------------------ cff-version: 1.2.0 message: 'To cite package "underdisp" in publications use:' type: software license: GPL-3.0-only title: 'underdisp: Diagnostics and Models for Underdispersed Count Data' version: 0.1.2 identifiers: - type: doi value: 10.32614/CRAN.package.underdisp - type: url value: https://bagozzib.github.io/underdisp/ abstract: Tools for detecting and modeling underdispersion in count data (conditional variance below the conditional mean), the case the Poisson and negative binomial defaults cannot represent. Provides a screening diagnostic that benchmarks at-risk dispersion against a zero-truncated Poisson, regression-adjusted tests of equidispersion, and a dispersion profile that compares the variance-to-mean curves of competing families against the data; the continuous parameter binomial (CPB) and generalized event count (Katz) regressions with zero-truncated, hurdle, and zero-inflated forms and high-dimensional fixed effects with a split-panel jackknife bias correction; matched Poisson, negative binomial, COM-Poisson (rate- and mean-parameterized), generalized Poisson, gamma-count, and double Poisson regressions through the same interface, with frequency weights, offsets, and analytic, robust, and cluster-robust standard errors; bootstrap and profile-likelihood inference; proper scoring rules, rootograms, PIT histograms, and simulation methods; and quantities of interest including predicted distributions, the implied ceiling, rate ratios, and first differences with an extensive/intensive decomposition. The likelihoods are implemented in C++. authors: - family-names: Bagozzi given-names: Benjamin E. email: bagozzib@udel.edu orcid: https://orcid.org/0000-0002-6233-6453 preferred-citation: type: manual title: 'underdisp: Diagnostics and Models for Underdispersed Count Data' authors: - family-names: Bagozzi given-names: Benjamin E. email: bagozzib@udel.edu orcid: https://orcid.org/0000-0002-6233-6453 year: '2026' notes: R package version 0.1.1 url: https://CRAN.R-project.org/package=underdisp repository: https://bagozzib.r-universe.dev repository-code: https://github.com/bagozzib/underdisp commit: 57c08fe0705a4f3b7c13eaf68c599a5d7ecfb530 url: https://CRAN.R-project.org/package=underdisp date-released: '2026-09-30' contact: - family-names: Bagozzi given-names: Benjamin E. email: bagozzib@udel.edu orcid: https://orcid.org/0000-0002-6233-6453 references: - type: unpublished title: Revisiting underdispersion in political science authors: - family-names: Bagozzi given-names: Benjamin E. year: '2026' notes: Working paper