Other packages > Find by keyword >

gmeta  

Meta-Analysis via a Unified Framework of Confidence Distribution
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("gmeta", "2.3-1")



Attach the package and use:
library("gmeta")
Maintained by
Jerry Q. Cheng
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2016-02-05
Latest Update: 2023-09-11
Description:
An implementation of an all-in-one function for a wide range of meta-analysis problems. It contains three functions. The gmeta() function unifies all standard meta-analysis methods and also several newly developed ones under a framework of combining confidence distributions (CDs). Specifically, the package can perform classical p-value combination methods (such as methods of Fisher, Stouffer, Tippett, etc.), fit meta-analysis fixed-effect and random-effects models, and synthesizes 2x2 tables. Furthermore, it can perform robust meta-analysis, which provides protection against model-misspecifications, and limits the impact of any unknown outlying studies. In addition, the package implements two exact meta-analysis methods from synthesizing 2x2 tables with rare events (e.g., zero total event). The np.gmeta() function summarizes information obtained from multiple studies and makes inference for study-level parameters with no distributional assumption. Specifically, it can construct confidence intervals for unknown, fixed study-level parameters via confidence distribution. Furthermore, it can perform estimation via asymptotic confidence distribution whether tie or near tie condition exist or not. The plot.gmeta() function to visualize individual and combined CDs through extended forest plots is also available. Compared to version 2.2-6, version 2.3-0 contains a new function np.gmeta().
How to cite:
Jerry Q. Cheng (2016). gmeta: Meta-Analysis via a Unified Framework of Confidence Distribution. R package version 2.3-1, https://cran.r-project.org/web/packages/gmeta. Accessed 18 Feb. 2025.
Previous versions and publish date:
2.2-4 (2016-02-05 19:09), 2.2-6 (2016-02-23 07:18), 2.3-0 (2017-10-25 05:29), 2.3-1 (2021-03-09 10:00)
Other packages that cited gmeta R package
View gmeta citation profile
Other R packages that gmeta depends, imports, suggests or enhances
Functions, R codes and Examples using the gmeta R package
Some associated functions: gmeta . np.gmeta . plot.gmeta . 
Some associated R codes: Full gmeta package functions and examples
Downloads during the last 30 days
Get rewarded with contribution points by helping add
Reviews / comments / questions /suggestions ↴↴↴

Today's Hot Picks in Authors and Packages

r2resize  
In-Text Resize for Images, Tables and Fancy Resize Containers in 'shiny', 'rmarkdown' and 'quarto' Documents
Automatic resizing toolbar for containers, images and tables. Various resizable or expandable contai ...
Download / Learn more Package Citations See dependency  
fclust  
Fuzzy Clustering
Algorithms for fuzzy clustering, cluster validity indices and plots for cluster validity and visuali ...
Download / Learn more Package Citations See dependency  
clustMixType  
k-Prototypes Clustering for Mixed Variable-Type Data
Functions to perform k-prototypes partitioning clustering for mixed variable-type data according to ...
Download / Learn more Package Citations See dependency  
OptGS  
Near-Optimal Group-Sequential Designs for Continuous Outcomes
Optimal group-sequential designs minimise some function of the expected and maximum sample size whil ...
Download / Learn more Package Citations See dependency  
MOSS  
Multi-Omic Integration via Sparse Singular Value Decomposition
High dimensionality, noise and heterogeneity among samples and features challenge the omic integrat ...
Download / Learn more Package Citations See dependency  
ppmf  
Read Census Privacy Protected Microdata Files
Implements data processing described in to align modern differentially ...
Download / Learn more Package Citations See dependency  

23,712

R Packages

205,795

Dependencies

64,332

Author Associations

23,631

Publication Badges

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