Other packages > Find by keyword >

Information  

Data Exploration with Information Theory (Weight-of-Evidence and Information Value)
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("Information", "0.0.9")



Attach the package and use:
library("Information")
Maintained by
Larsen Kim
[Scholar Profile | Author Map]
First Published: 2015-09-16
Latest Update: 2016-04-09
Description:
Performs exploratory data analysis and variable screening for binary classification models using weight-of-evidence (WOE) and information value (IV). In order to make the package as efficient as possible, aggregations are done in data.table and creation of WOE vectors can be distributed across multiple cores. The package also supports exploration for uplift models (NWOE and NIV).
How to cite:
Larsen Kim (2015). Information: Data Exploration with Information Theory (Weight-of-Evidence and Information Value). R package version 0.0.9, https://cran.r-project.org/web/packages/Information. Accessed 06 May. 2025.
Previous versions and publish date:
0.0.3 (2015-09-16 10:05), 0.0.4 (2015-10-01 11:13), 0.0.5 (2015-10-14 09:48), 0.0.6 (2015-11-13 08:55), 0.0.7 (2015-11-19 11:02), 0.0.8 (2016-03-26 15:17)
Other packages that cited Information R package
View Information citation profile
Other R packages that Information depends, imports, suggests or enhances
Complete documentation for Information
Functions, R codes and Examples using the Information R package
Some associated functions: Aggregate . CheckInputs . Information . MultiPlot . NWOE . SinglePlot . WOE . create_infotables . is.binary . penalty . plot_infotables . train . valid . 
Some associated R codes: Aggregate.R . CheckInputs.R . Information.R . IsBinary.R . MultiPlot.R . NWOE.R . Penalty.R . SinglePlot.R . WOE.R . create_infotables.R . data.R . plot_infotables.R .  Full Information package functions and examples
Downloads during the last 30 days
04/0604/0704/0804/0904/1004/1104/1204/1304/1404/1504/1604/1704/1804/1904/2004/2104/2204/2304/2404/2504/2604/2704/2804/2904/3005/0105/0205/0305/04Downloads for Information1520253035404550TrendBars

Today's Hot Picks in Authors and Packages

simfam  
Simulate and Model Family Pedigrees with Structured Founders
The focus is on simulating and modeling families with founders drawn from a structured population (f ...
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  
rotations  
Working with Rotation Data
Tools for working with rotational data, including simulation from the most commonly used distributi ...
Download / Learn more Package Citations See dependency  
tbrf  
Time-Based Rolling Functions
Provides rolling statistical functions based on date and time windows instead of n-lagged observatio ...
Download / Learn more Package Citations See dependency  
tashu  
Analysis and Prediction of Bicycle Rental Amount
Provides functions for analyzing citizens' bicycle usage pattern and predicting rental amount on spe ...
Download / Learn more Package Citations See dependency  
HuraultMisc  
Guillem Hurault Functions' Library
Contains various functions for data analysis, notably helpers and diagnostics for Bayesian modelling ...
Download / Learn more Package Citations See dependency  

24,205

R Packages

207,311

Dependencies

65,312

Author Associations

24,206

Publication Badges

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