smbinning: Optimal Binning for Scoring Modeling
Version 0.3

The main purpose of the package is to categorize a numeric variable into bins mapped to a binary target variable for its ulterior usage in scoring modeling. This functionality reduces dramatically the time consuming process of finding the optimal cut points for a given numeric variable, quickly calculates the Information Value, either for one variable at the time or all at once in one line of code; and also outputs 'SQL' codes, tables, and plots used throughout the development stage. The package also allows the user to understand the data via exploratory data analysis in one step, establish customized cut points for numeric characteristics, and run the analysis for categorical variables.

Browse man pages Browse package API and functions Browse package files

AuthorHerman Jopia
Date of publication2016-06-20 10:20:35
MaintainerHerman Jopia <hjopia@gmail.com>
LicenseGPL (>= 2)
Version0.3
URL http://www.scoringmodeling.com
Package repositoryView on CRAN
InstallationInstall the latest version of this package by entering the following in R:
install.packages("smbinning")

Man pages

chileancredit: Chilean Credit Data
smbinning: Optimal Binning for Scoring Modeling
smbinning.custom: Customized Binning
smbinning.eda: Exploratory Data Analysis (EDA)
smbinning.factor: Binning on Factor Variables
smbinning.factor.gen: Utility to generate a new characteristic from a factor...
smbinning.gen: Utility to generate a new characteristic from a numeric...
smbinning.plot: Plots after binning
smbinning.sql: SQL Code
smbinning.sumiv: Information value Summary
smbinning.sumiv.plot: Plot Information Value Summary

Functions

chileancredit Man page
smbinning Man page Source code
smbinning.custom Man page Source code
smbinning.eda Man page Source code
smbinning.factor Man page Source code
smbinning.factor.gen Man page Source code
smbinning.gen Man page Source code
smbinning.plot Man page Source code
smbinning.sql Man page Source code
smbinning.sumiv Man page Source code
smbinning.sumiv.plot Man page Source code

Files

NAMESPACE
data
data/chileancredit.RData
R
R/smbinning.R
MD5
DESCRIPTION
man
man/smbinning.custom.Rd
man/smbinning.factor.Rd
man/smbinning.sumiv.plot.Rd
man/chileancredit.Rd
man/smbinning.sql.Rd
man/smbinning.sumiv.Rd
man/smbinning.Rd
man/smbinning.factor.gen.Rd
man/smbinning.eda.Rd
man/smbinning.gen.Rd
man/smbinning.plot.Rd
smbinning documentation built on May 20, 2017, 12:35 a.m.