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
Config/testthat/edition: 3
NeedsCompilation: no
Packaged: 2026-09-19 00:32:12 UTC; raydonal
Author: Raydonal Ospina [aut, cre] (ORCID:
    <https://orcid.org/0000-0002-9884-9090>)
Maintainer: Raydonal Ospina <raydonal@de.ufpe.br>
Config/roxygen2/version: 8.1.0
Repository: CRAN
Date/Publication: 2026-09-29 14:00:17 UTC
