Package: imputeTestbench 3.0.1
imputeTestbench: Test Bench for the Comparison of Imputation Methods
Provides a test bench for the comparison of missing data imputation methods in uni-variate time series. Imputation methods are compared using different error metrics. Proposed imputation methods and alternative error metrics can be used.
Authors:
imputeTestbench_3.0.1.tar.gz
imputeTestbench_3.0.1.zip(r-4.7-any)imputeTestbench_3.0.1.zip(r-4.6-any)imputeTestbench_3.0.1.zip(r-4.5-any)
imputeTestbench_3.0.1.tgz(r-4.6-any)imputeTestbench_3.0.1.tgz(r-4.5-any)
imputeTestbench_3.0.1.tar.gz(r-4.7-any)imputeTestbench_3.0.1.tar.gz(r-4.6-any)
imputeTestbench_3.0.1.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION
card.svg |card.png
imputeTestbench/json (API)
| # Install 'imputeTestbench' in R: |
| install.packages('imputeTestbench', repos = c('https://neerajdhanraj.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/neerajdhanraj/imputetestbench/issues
Last updated from:94b02aba5d. Checks:9 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel | OK | 190 | ||
| source / vignettes | OK | 178 | ||
| linux-release | OK | 183 | ||
| macos-release | OK | 119 | ||
| macos-oldrel | OK | 179 | ||
| windows-devel | OK | 96 | ||
| windows-release | OK | 97 | ||
| windows-oldrel | OK | 90 | ||
| wasm-release | OK | 110 |
Exports:impute_errorsmaemapeplot_errorsplot_imputermsesample_dat
Dependencies:clicolorspacecommonmarkcpp11curldplyrfarverforecastfracdiffgenericsggplot2ggtextgluegridtextgtableimputeTSisobandjpeglabelinglatticelifecyclelitedownlmtestmagrittrmarkdownnlmennetpillarpkgconfigplyrpngpurrrR6RColorBrewerRcppRcppArmadilloreshape2rlangS7scalesstinepackstringistringrtibbletidyrtidyselecttimeDateurcautf8vctrsviridisLitewithrxfunxml2zoo
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Function working as testbench for comparison of imputing models | impute_errors |
| Mean Absolute Error Calculation | mae |
| Mean Absolute Percent Error Calculation | mape |
| Function to plot the Error Comparison | plot_errors plot_errors.errprof |
| Plot imputations | plot_impute |
| Print method for errprof | print.errprof |
| Root Mean Square Error Calculation | rmse |
| Sample time series data | sample_dat |