imputeTestbench: Test Bench for the Comparison of Imputation Methods

Provides a test bench for the comparison of missing data imputation methods in univariate time series. Imputation methods are compared using RMSE, MAE or MAPE error metrics. Proposed imputation methods and alternative error metrics can be used.

Author
Neeraj Bokde [aut], Marcus W. Beck [cre, aut]
Date of publication
2016-11-03 11:06:03
Maintainer
Marcus W. Beck <mbafs2012@gmail.com>
License
CC0
Version
3.0.0
URLs

View on CRAN

Man pages

impute_errors
Function working as testbench for comparison of imputing...
mae
Mean Absolute Error Calculation
mape
Mean Absolute Percent Error Calculation
plot_errors
Function to plot the Error Comparison
plot_impute
Plot imputations
print.errprof
Print method for errprof
rmse
Root Mean Square Error Calculation
sample_dat
Sample time series data

Files in this package

imputeTestbench
imputeTestbench/NAMESPACE
imputeTestbench/R
imputeTestbench/R/globalVariables.R
imputeTestbench/R/error_functions.R
imputeTestbench/R/impute_errors.R
imputeTestbench/R/print.errprof.R
imputeTestbench/R/plot_impute.R
imputeTestbench/R/plot_errors.R
imputeTestbench/R/sample_dat.R
imputeTestbench/README.md
imputeTestbench/MD5
imputeTestbench/DESCRIPTION
imputeTestbench/man
imputeTestbench/man/mape.Rd
imputeTestbench/man/rmse.Rd
imputeTestbench/man/mae.Rd
imputeTestbench/man/print.errprof.Rd
imputeTestbench/man/impute_errors.Rd
imputeTestbench/man/sample_dat.Rd
imputeTestbench/man/plot_errors.Rd
imputeTestbench/man/plot_impute.Rd