Data Exploration with Information Theory (Weight-of-Evidence and Information Value)


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Documentation for package ‘Information’ version 0.0.9

Help Pages

Information-package Data exploration with information theory (weight-of-evidence and information value)
Aggregate (helper function )Aggregate data for WOE/NWOE calculations
CheckInputs (helper function) Check user inputs and convert factors to characters. Provide readable reasons if errors are found.
create_infotables Create WOE/NWOE tables and rank variables by IV/NIV
Information Data exploration with information theory (weight-of-evidence and information value)
is.binary (helper function) Calculate cross validation penalty
MultiPlot (helper function) Plot mutiple WOE vectors on one page
NWOE Create WOE table (helper function)
penalty (helper function) Calculate cross validation penalty
plot_infotables Create bar charts for WOE or NWOE vectors
SinglePlot (helper function) Plot a WOE or NWOE vector
train Training dataset
valid Validation dataset
WOE Create WOE tables from aggregated data (helper function)