Uncertainty Intervals and Sensitivity Analysis for Missing Data
Overview
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.
- 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
- OK13 OK2026-08-04
- NOTE12 OK, 1 NOTE2026-08-01
- OK13 OK2026-07-01
- NOTE9 OK, 5 NOTE2026-03-10
Documentation
- 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
Dependencies
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.
Code & Tests
People & History
Maintainer since 0.1.0 (2019)
Pick two releases to compare their code metrics.
- 1.0.1Latest2026-06-25 · 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.probitadded 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 - RR 4.6.0 released · 2026-04-24
- RR 4.5.0 released · 2025-04-11
- RR 4.4.0 released · 2024-04-24
- RR 4.3.0 released · 2023-04-21
- RR 4.2.0 released · 2022-04-22
- RR 4.1.0 released · 2021-05-18
- RR 4.0.0 released · 2020-04-24
- 0.1.12019-11-11 · diff ↗
- 0.1.02019-06-19
- RR 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
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