Skip to content

Uncertainty Intervals and Sensitivity Analysis for Missing Data

0packages depend
3Kdownloads / year
–test coverage
13/13flavors OK

Overview

About

Implements functions to derive uncertainty intervals for (i) regression (linear and probit) parameters under missing not at random (non-ignorable missingness) as introduced in Genbäck, M., Stanghellini, E., and de Luna, X. (2015) doi:10.1007/s00362-014-0610-x and Genbäck, M., Ng, N., Stanghellini, E., and de Luna, X. (2018) doi:10.1007/s10433-017-0448-x. Also includes methods for doubly robust and outcome regression estimators of average causal effects under unobserved confounding as in Genbäck, M. and de Luna, X. (2018) doi:10.1111/biom.13001, and for partial correlation analysis following Gorbach, T. and de Luna, X. (2018) doi:10.1016/j.spl.2018.05.027.

Changes in 1.0.1
  • included uipcor and related functions

*changed notation in some instances to match standard notation in r packages

  • changed plot functions to ggplot2

*Introduced S3 method structure with a proper profile() generic and methods.

*Added declarations for global variables to satisfy R CMD check.

From NEWS.md in the release

Install

Health

CRAN checks
13OK
Slowest check: 2.8 min · r-oldrel-windows-x86_64
Status changes
  • OK13 OK2026-08-04
  • NOTE12 OK, 1 NOTE2026-08-01
  • OK13 OK2026-07-01
  • NOTE9 OK, 5 NOTE2026-03-10
Advisories

none known

Documentation

In release 1.0.1
READMENoVignettesNoNEWSYes · 67% structured · mentions 1.0.1Citation fileNoWebsitenot declared in DESCRIPTION
Help pages
31
Examples that run
100%4 run in a plain check
Exported functions with examples
20%
Documented parameters
100%
Return-value docs
20%
Help pages citing references
13%

Downloads

3K
CRAN downloads in the past year
Rank #10,336 · ~8/day · ~253/mo
Daily download trend is not available in this view yet.
37630 days
98390 days
3K1 year
Compare downloads with other packages →
Also on91 r2u1 autocran73 c2d4u

Dependencies

Declared dependencies
7 external dependencies (excludes base and recommended)

Installing ui adds 70 packages (37 with compiled code, 67 MB of source tarballs). Heaviest: stringi 11 MB, ggplot2 6.0 MB, data.table 5.7 MB.

Depends (1)
R >= 4.1
Imports (9)
LinkingTo (0)
none
Suggests (2)
Enhances (0)
none
Reverse dependencies
0direct
0indirect

Nothing depends on this yet.

People & History

People (2)
Author, Maintainer · added in 1.0.1
Author · added in 1.0.1

Maintainer since 0.1.0 (2019)

Listed in earlier versions (1)
Minna Genbaeck
no longer listed · 0.1.0 to 0.1.1
Releases (3)

Pick two releases to compare their code metrics.

  • 1.0.1Latest
    record
    2026-06-25 · current release · diff ↗ ·
    removed 14 exports
    LogL.probit, Logl.sandACT, ML.probit, gridrho.f, interv.p, sandACT, sandImpACE, sandImpACT, se.ols, sigmaOLScor0, sigmaOLScor1, ui.causal, ui.ols, ui.probit
    added 16 exports
    gridrho_f, interv_p, logl_probit, logl_sand_act, ml_probit, profile, sand_dr_act, sand_or_ace, sand_or_act, se_ols, sigma_ols_cor0, sigma_ols_cor1, ui_causal, ui_ols, ui_pcor, ui_probit
  • R
    R 4.6.0 released · 2026-04-24
  • R
    R 4.5.0 released · 2025-04-11
  • R
    R 4.4.0 released · 2024-04-24
  • R
    R 4.3.0 released · 2023-04-21
  • R
    R 4.2.0 released · 2022-04-22
  • R
    R 4.1.0 released · 2021-05-18
  • R
    R 4.0.0 released · 2020-04-24
  • 0.1.1
    record
    2019-11-11 · diff ↗
  • 0.1.0
    record
    2019-06-19
  • R
    R 3.6.0 released · 2019-04-26

Package metadata

First published
2019-06-19
Total releases
3 / 7 yrs
License
GPL-3 OSI
Minimum R
≥ 4.1
Download size
31 KB
Appears in task views

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("ui")
Genbäck, M., & Gorbach, T. (2026). ui: Uncertainty Intervals and Sensitivity Analysis for Missing Data (Version 1.0.1) [Computer software]. https://doi.org/10.32614/CRAN.package.ui

This package has no citation file, so citation() returns this entry built from DESCRIPTION.

Cite the R Observatory

For a number measured here: a download total, a coverage figure, an archival date.

APA

Balamuta, J. J. (2026). R Observatory: Metrics for ui version 1.0.1 [Data set]. HJJB, LLC. Data release v2026-10-21. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-21, which the citation names so these numbers can be found later. More on citing and the projects behind them.

Report a problem with this page →

Privacy choices

These apply to this browser and are stored on this device only. Nothing about your choice is sent to us.

Read the privacy policy