Package: isni 1.3

Hui Xie

isni: Index of Local Sensitivity to Nonignorability

The current version provides functions to compute, print and summarize the Index of Sensitivity to Nonignorability (ISNI) in the generalized linear model for independent data, and in the marginal multivariate Gaussian model and the mixed-effects models for continuous and binary longitudinal/clustered data. It allows for arbitrary patterns of missingness in the regression outcomes caused by dropout and/or intermittent missingness. One can compute the sensitivity index without estimating any nonignorable models or positing specific magnitude of nonignorability. Thus ISNI provides a simple quantitative assessment of how robust the standard estimates assuming missing at random is with respect to the assumption of ignorability. For a tutorial, download at <https://huixie.people.uic.edu/Research/ISNI_R_tutorial.pdf>. For more details, see Troxel Ma and Heitjan (2004) and Xie and Heitjan (2004) <doi:10.1191/1740774504cn005oa> and Ma Troxel and Heitjan (2005) <doi:10.1002/sim.2107> and Xie (2008) <doi:10.1002/sim.3117> and Xie (2012) <doi:10.1016/j.csda.2010.11.021> and Xie and Qian (2012) <doi:10.1002/jae.1157>.

Authors:Hui Xie <[email protected]>, Weihua Gao, Baodong Xing, Daniel Heitjan, Donald Hedeker, Chengbo Yuan

isni_1.3.tar.gz
isni_1.3.tar.gz(r-4.5-noble)isni_1.3.tar.gz(r-4.4-noble)
isni_1.3.tgz(r-4.4-emscripten)isni_1.3.tgz(r-4.3-emscripten)
isni.pdf |isni.html✨
isni/json (API)
NEWS

# Install 'isni' in R:
install.packages('isni', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Datasets:
  • coc - A data set for Psychiatric Drug Treatment
  • qolef - A data set for Quality of Life Emontional Functioning outcome.
  • skquit - A randomzied trial data set for Smoking cessation
  • sos - Dataset for a survey of sexual behavior

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

14 exports 0.23 score 14 dependencies 1 mentions 7 scripts 355 downloads

Last updated 3 years agofrom:a4489f2f5b. Checks:OK: 2. Indexed: yes.

TargetResultDate
Doc / VignettesOKSep 13 2024
R-4.5-linuxOKSep 13 2024

Exports:definemissingstatusisniglmisniglmmbinisnilmmisnimgmprint.isniglmprint.isniglmmprint.isnilmmprint.isnimgmsummary.isniglmsummary.isniglmmsummary.isnilmmsummary.isnimgmtmdm

Dependencies:bootFormulalatticelme4MASSMatrixmatrixcalcminqamvtnormnlmenloptrnnetRcppRcppEigen

isni

Hui Xie

Rendered fromisni_vignette.Rmdusingknitr::rmarkdownon Sep 13 2024.

Last update: 2021-08-23
Started: 2018-04-09