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imputeTestbench (version 2.0.2)

Test Bench for Missing Data Imputing Models/Methods Comparison

Description

Provides a Test bench for comparison of missing data imputation models/methods. It compares imputing methods with reference to RMSE, MAE or MAPE parameters. It allows to add new proposed methods to test bench and to compare with other methods. The function 'append_method()' allows to add multiple numbers of methods to the existing methods available in test bench.

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Version

Install

install.packages('imputeTestbench')

Monthly Downloads

5,802

Version

2.0.2

License

GPL

Maintainer

Neeraj Bokde

Last Published

July 28th, 2016

Functions in imputeTestbench (2.0.2)

mape

Mean Absolute Percent Error Calculation
rmse

Root Mean Square Error Calculation
append_method

To attach and compare new method to existing comparison study done with function 'impute_errors()'
impute_errors

Function working as testbench for comparison of imputing models
plot_errors

Function to plot the Error Comparison
mae

Mean Absolute Error Calculation
remove_method

Removes unwanted method from already existing methods in Test bench