Other packages > Find by keyword >

sensitivityCalibration  

A Calibrated Sensitivity Analysis for Matched Observational Studies
View on CRAN: Click here


Download and install sensitivityCalibration package within the R console
Install from CRAN:
install.packages("sensitivityCalibration")

Install from Github:
library("remotes")
install_github("cran/sensitivityCalibration")

Install by package version:
library("remotes")
install_version("sensitivityCalibration", "0.0.1")



Attach the package and use:
library("sensitivityCalibration")
Maintained by
Bo Zhang
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2018-12-18
Latest Update: 2018-12-18
Description:
Implements the calibrated sensitivity analysis approach for matched observational studies. Our sensitivity analysis framework views matched sets as drawn from a super-population. The unmeasured confounder is modeled as a random variable. We combine matching and model-based covariate-adjustment methods to estimate the treatment effect. The hypothesized unmeasured confounder enters the picture as a missing covariate. We adopt a state-of-art Expectation Maximization (EM) algorithm to handle this missing covariate problem in generalized linear models (GLMs). As our method also estimates the effect of each observed covariate on the outcome and treatment assignment, we are able to calibrate the unmeasured confounder to observed covariates. Zhang, B., Small, D. S. (2018). .
How to cite:
Bo Zhang (2018). sensitivityCalibration: A Calibrated Sensitivity Analysis for Matched Observational Studies. R package version 0.0.1, https://cran.r-project.org/web/packages/sensitivityCalibration. Accessed 08 Aug. 2026.
Previous versions and publish date:
(2026-07-09 07:02), 0.0.1 (2018-12-18 12:20)
Other packages that cited sensitivityCalibration R package
View sensitivityCalibration citation profile
Other R packages that sensitivityCalibration depends, imports, suggests or enhances
Complete documentation for sensitivityCalibration
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

skewt  
The Skewed Student-t Distribution
Density, distribution function, quantile function and random generation for the skewed t distributio ...
Download / Learn more Package Citations See dependency  
box  
Write Reusable, Composable and Modular R Code
A modern module system for R. Organise code into hierarchical, composable, reusable modules, and us ...
Download / Learn more Package Citations See dependency  
FastGaSP  
Fast and Exact Computation of Gaussian Stochastic Process
Implements fast and exact computation of Gaussian stochastic process with the Matern kernel using fo ...
Download / Learn more Package Citations See dependency  
productplots  
Product Plots for R
Framework for visualising tables of counts, proportions and probabilities. The framework is called ...
Download / Learn more Package Citations See dependency  
nextGenShinyApps  
Craft Exceptional 'R Shiny' Applications and Dashboards with Novel Responsive Tools
Nove responsive tools for designing and developing 'Shiny' dashboards and applications. The scripts ...
Download / Learn more Package Citations See dependency  
Morpho  
Calculations and Visualisations Related to Geometric Morphometrics
A toolset for Geometric Morphometrics and mesh processing. This includes (among other stuff) mesh d ...
Download / Learn more Package Citations See dependency  

28,083

R Packages

239,283

Dependencies

74,752

Author Associations

28,084

Publication Badges

© Copyright since 2022. All right reserved, rpkg.net.  Based in Cambridge, Massachusetts, USA