Other packages > Find by keyword >

fastmit  

Fast Mutual Information Based Independence Test
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("fastmit", "0.1.1")



Attach the package and use:
library("fastmit")
Maintained by
Shiyun Lin
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2019-12-30
Latest Update: 2019-12-30
Description:
A mutual information estimator based on k-nearest neighbor method proposed by A. Kraskov, et al. (2004) to measure general dependence and the time complexity for our estimator is only squared to the sample size, which is faster than other statistics. Besides, an implementation of mutual information based independence test is provided for analyzing multivariate data in Euclidean space (T B. Berrett, et al. (2019) ); furthermore, we extend it to tackle datasets in metric spaces.
How to cite:
Shiyun Lin (2019). fastmit: Fast Mutual Information Based Independence Test. R package version 0.1.1, https://cran.r-project.org/web/packages/fastmit. Accessed 05 Jun. 2026.
Previous versions and publish date:
No previous versions
Other packages that cited fastmit R package
View fastmit citation profile
Other R packages that fastmit depends, imports, suggests or enhances
Complete documentation for fastmit
Functions, R codes and Examples using the fastmit R package
Some associated functions: mi . mi.test . 
Some associated R codes: RcppExports.R . mi.R . mi_test.R .  Full fastmit package functions and examples
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

quickcode  
Quick and Essential 'R' Tricks for Better Scripts
The NOT functions, 'R' tricks and a compilation of some simple quick plus often used 'R' codes to im ...
Download / Learn more Package Citations See dependency  
ibb  
R Wrapper for Istanbul Municipality Open Data Portal
Call wrappers for Istanbul Metropolitan Municipality's Open Data Portal (Turkish: Istanbul B ...
Download / Learn more Package Citations See dependency  
crossurr  
Cross-Fitting for Doubly Robust Evaluation of High-Dimensional Surrogate Markers
Doubly robust methods for evaluating surrogate markers as outlined in: Agniel D, Hejblum BP, Thiebau ...
Download / Learn more Package Citations See dependency  
envirem  
Generation of ENVIREM Variables
Generation of bioclimatic rasters that are complementary to the typical 19 bioclim variables. ...
Download / Learn more Package Citations See dependency  
msm  
Multi-State Markov and Hidden Markov Models in Continuous Time
Functions for fitting continuous-time Markov and hidden Markov multi-state models to longitudinal d ...
Download / Learn more Package Citations See dependency  

27,268

R Packages

233,548

Dependencies

72,590

Author Associations

27,205

Publication Badges

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