Package: clis
Type: Package
Title: Conformal Local Influence Screening for Bounded-Response
        Regression
Version: 0.3.6
Authors@R: c(
    person("Raydonal", "Ospina", email = "raydonal@de.ufpe.br",
           role = c("aut", "cre"), comment = c(ORCID = "0000-0002-9884-9090")))
Description: Provides fast, statistically calibrated influence
        diagnostics for zero-or-one inflated beta (BIc) regression
        models with variable dispersion. The core idea is to use the
        conformal normal curvature of Poon and Poon (1999)
        <doi:10.1111/1467-9868.00162> as a non-conformity score within
        a split-conformal testing procedure, yielding per-observation
        conformal p-values whose Benjamini-Hochberg adjustment controls
        the false discovery rate at a user-specified level (Bates and
        others, 2023) <doi:10.1214/22-AOS2244>. Unlike classical local
        influence diagnostics, which rely on visual inspection of index
        plots and do not scale beyond a few hundred observations,
        'clis' provides a finite-sample error guarantee and runs in
        linear time per observation after a single model fit. Methods
        for four perturbation schemes, block decomposition of influence
        into the inflation-probability and conditional-mean/precision
        components, penalised additive (semiparametric) submodels, and
        a full suite of diagnostic plots are included.
License: GPL-3
URL: https://github.com/Raydonal/clis, https://raydonal.github.io/clis/
BugReports: https://github.com/Raydonal/clis/issues
Encoding: UTF-8
Depends: R (>= 4.1.0)
Imports: gamlss (>= 5.4.0), gamlss.dist (>= 6.0.0), stats, graphics,
        grDevices, utils
Suggests: testthat (>= 3.0.0), knitr, rmarkdown, ggplot2, betareg,
        gamlss.data
VignetteBuilder: knitr
Roxygen: list(markdown = TRUE)
Config/testthat/edition: 3
NeedsCompilation: no
Packaged: 2026-09-30 14:24:04 UTC; root
Author: Raydonal Ospina [aut, cre]
        (<https://orcid.org/0000-0002-9884-9090>)
Maintainer: Raydonal Ospina <raydonal@de.ufpe.br>
Config/roxygen2/version: 8.1.0
Repository: https://raydonal.r-universe.dev
Date/Publication: 2026-09-19 00:25:32 UTC
RemoteUrl: https://github.com/raydonal/clis
RemoteRef: HEAD
RemoteSha: 1b80ed1b0a9ddaf17e4a7f9cf5ad9ec858a4a42a