Other packages > Find by keyword >

bestNormalize  

Normalizing Transformation Functions
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("bestNormalize", "1.9.2")



Attach the package and use:
library("bestNormalize")
Maintained by
Ryan Andrew Peterson
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2017-11-14
Latest Update: 2023-08-18
Description:
Estimate a suite of normalizing transformations, including a new adaptation of a technique based on ranks which can guarantee normally distributed transformed data if there are no ties: ordered quantile normalization (ORQ). ORQ normalization combines a rank-mapping approach with a shifted logit approximation that allows the transformation to work on data outside the original domain. It is also able to handle new data within the original domain via linear interpolation. The package is built to estimate the best normalizing transformation for a vector consistently and accurately. It implements the Box-Cox transformation, the Yeo-Johnson transformation, three types of Lambert WxF transformations, and the ordered quantile normalization transformation. It estimates the normalization efficacy of other commonly used transformations, and it allows users to specify custom transformations or normalization statistics. Finally, functionality can be integrated into a machine learning workflow via recipes.
How to cite:
Ryan Andrew Peterson (2017). bestNormalize: Normalizing Transformation Functions. R package version 1.9.2, https://cran.r-project.org/web/packages/bestNormalize. Accessed 06 Jun. 2026.
Previous versions and publish date:
0.2.2 (2017-11-14 17:26), 1.0.0 (2018-01-04 21:42), 1.0.1 (2018-02-05 19:48), 1.1.0 (2018-05-29 22:50), 1.2.0 (2018-05-31 00:28), 1.3.0 (2018-09-25 19:40), 1.4.0 (2019-05-13 21:00), 1.4.2 (2019-08-20 23:20), 1.4.3 (2020-01-27 18:00), 1.5.0 (2020-04-18 06:20), 1.6.0 (2020-05-20 23:40), 1.6.1 (2020-06-08 21:40), 1.7.0 (2021-03-02 00:10), 1.8.0 (2021-06-03 13:20), 1.8.1 (2021-09-02 16:50), 1.8.2 (2021-09-16 07:10), 1.8.3 (2022-06-13 22:50), 1.9.0 (2023-03-15 22:20), 1.9.1 (2023-08-18 10:42)
Other packages that cited bestNormalize R package
View bestNormalize citation profile
Other R packages that bestNormalize depends, imports, suggests or enhances
Complete documentation for bestNormalize
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

rwavelet  
Wavelet Analysis
Perform wavelet analysis (orthogonal,translation invariant, tensorial, 1-2-3d transforms, thresholdi ...
Download / Learn more Package Citations See dependency  
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  
odbc  
Connect to ODBC Compatible Databases (using the DBI Interface)
A DBI-compatible interface to ODBC databases. ...
Download / Learn more Package Citations See dependency  
BALLI  
Expression RNA-Seq Data Analysis Based on Linear Mixed Model
Analysis of gene expression RNA-seq data using Bartlett-Adjusted Likelihood-based LInear model (BALL ...
Download / Learn more Package Citations See dependency  
IAPWS95  
Thermophysical Properties of Water and Steam
An implementation of the International Association for the Properties of Water (IAPWS) Formulation ...
Download / Learn more Package Citations See dependency  
worrrd  
Generate Wordsearch and Crossword Puzzles
Generate wordsearch and crossword puzzles using custom lists of words (and clues).Make them easy or ...
Download / Learn more Package Citations See dependency  

27,268

R Packages

233,548

Dependencies

72,820

Author Associations

27,205

Publication Badges

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