Other packages > Find by keyword >

eff2  

Efficient Least Squares for Total Causal Effects
View on CRAN: Click here


Download and install eff2 package within the R console
Install from CRAN:
install.packages("eff2")

Install from Github:
library("remotes")
install_github("cran/eff2")

Install by package version:
library("remotes")
install_version("eff2", "1.0.2")



Attach the package and use:
library("eff2")
Maintained by
Richard Guo
[Scholar Profile | Author Map]
First Published: 2021-05-21
Latest Update: 2021-09-30
Description:
Estimate a total causal effect from observational data under linearity and causal sufficiency. The observational data is supposed to be generated from a linear structural equation model (SEM) with independent and additive noise. The underlying causal DAG associated the SEM is required to be known up to a maximally oriented partially directed graph (MPDAG), which is a general class of graphs consisting of both directed and undirected edges, including CPDAGs (i.e., essential graphs) and DAGs. Such graphs are usually obtained with structure learning algorithms with added background knowledge. The program is able to estimate every identified effect, including single and multiple treatment variables. Moreover, the resulting estimate has the minimal asymptotic covariance (and hence shortest confidence intervals) among all estimators that are based on the sample covariance.
How to cite:
Richard Guo (2021). eff2: Efficient Least Squares for Total Causal Effects. R package version 1.0.2, https://cran.r-project.org/web/packages/eff2. Accessed 01 May. 2025.
Previous versions and publish date:
1.0.0 (2021-05-21 10:10), 1.0.1 (2021-09-30 22:40)
Other packages that cited eff2 R package
View eff2 citation profile
Other R packages that eff2 depends, imports, suggests or enhances
Complete documentation for eff2
Functions, R codes and Examples using the eff2 R package
Some associated functions: eff2 . estimateEffect . ex1 . isIdentified . 
Some associated R codes: amenable.R . bucket.R . data.R . eff2.R . misc.R . utils.R .  Full eff2 package functions and examples
Downloads during the last 30 days
04/0104/0204/0304/0404/0504/0604/0704/0804/0904/1004/1104/1204/1304/1404/1504/1604/1704/1804/1904/2004/2104/2204/2304/2404/2504/2604/2704/2804/2904/30Downloads for eff20246810121416182022242628TrendBars

Today's Hot Picks in Authors and Packages

fbar  
An Extensible Approach to Flux Balance Analysis
A toolkit for Flux Balance Analysis and related metabolic modeling techniques. Functions are provid ...
Download / Learn more Package Citations See dependency  
dCUR  
Dimension Reduction with Dynamic CUR
Dynamic CUR (dCUR) boosts the CUR decomposition (Mahoney MW., Drineas P. (2009) ...
Download / Learn more Package Citations See dependency  
pander  
An R 'Pandoc' Writer
Contains some functions catching all messages, 'stdout' and other useful information while evaluati ...
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  
representr  
Create Representative Records After Entity Resolution
An implementation of Kaplan, Betancourt, Steorts (2022) that cre ...
Download / Learn more Package Citations See dependency  
dsm  
Density Surface Modelling of Distance Sampling Data
Density surface modelling of line transect data. A Generalized Additive Model-based approach is use ...
Download / Learn more Package Citations See dependency  

24,142

R Packages

207,311

Dependencies

65,176

Author Associations

24,143

Publication Badges

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