Other packages > Find by keyword >

TIGERr  

Technical Variation Elimination with Ensemble Learning Architecture
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("TIGERr", "1.0.0")



Attach the package and use:
library("TIGERr")
Maintained by
Siyu Han
[Scholar Profile | Author Map]
First Published: 2021-09-02
Latest Update: 2022-01-06
Description:
The R implementation of TIGER. TIGER integrates random forest algorithm into an innovative ensemble learning architecture. Benefiting from this advanced architecture, TIGER is resilient to outliers, free from model tuning and less likely to be affected by specific hyperparameters. TIGER supports targeted and untargeted metabolomics data and is competent to perform both intra- and inter-batch technical variation removal. TIGER can also be used for cross-kit adjustment to ensure data obtained from different analytical assays can be effectively combined and compared. Reference: Han S. et al. (2022) <doi:10.1093/bib/bbab535>.
How to cite:
Siyu Han (2021). TIGERr: Technical Variation Elimination with Ensemble Learning Architecture. R package version 1.0.0, https://cran.r-project.org/web/packages/TIGERr. Accessed 01 May. 2025.
Previous versions and publish date:
0.1.0 (2021-09-02 09:50)
Other packages that cited TIGERr R package
View TIGERr citation profile
Other R packages that TIGERr depends, imports, suggests or enhances
Complete documentation for TIGERr
Functions, R codes and Examples using the TIGERr R package
Some associated functions: FF4_qc . compute_RSD . compute_targetVal . run_TIGER . select_variable . 
Some associated R codes: Internal.R . data.R . main.R .  Full TIGERr package functions and examples
Downloads during the last 30 days
04/0104/0204/0304/0404/0504/0604/0704/0804/0904/1004/1104/1204/1304/1404/1504/1604/1704/1804/1904/2004/2104/2204/2304/2404/2504/2604/2704/2804/29Downloads for TIGERr024681012141618202224TrendBars

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  
geofabrik  
Downloading Open Street Map Data
Download OpenStreetMap data from geofabrik servers httpsdownload.geofabrik.de. This approach usesonl ...
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  
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  
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  
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  

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