Package: imputeTS 3.3

imputeTS: Time Series Missing Value Imputation

Imputation (replacement) of missing values in univariate time series. Offers several imputation functions and missing data plots. Available imputation algorithms include: 'Mean', 'LOCF', 'Interpolation', 'Moving Average', 'Seasonal Decomposition', 'Kalman Smoothing on Structural Time Series models', 'Kalman Smoothing on ARIMA models'. Published in Moritz and Bartz-Beielstein (2017) <doi:10.32614/RJ-2017-009>.

Authors:Steffen Moritz [aut, cre, cph], Sebastian Gatscha [aut], Earo Wang [ctb], Ron Hause [ctb]

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imputeTS.pdf |imputeTS.html✨
imputeTS/json (API)
NEWS

# Install 'imputeTS' in R:
install.packages('imputeTS', repos = c('https://steffenmoritz.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/steffenmoritz/imputets/issues

Uses libs:
  • c++– GNU Standard C++ Library v3
Datasets:
  • tsAirgap - Time series of monthly airline passengers
  • tsAirgapComplete - Time series of monthly airline passengers
  • tsHeating - Time series of a heating systems supply temperature
  • tsHeatingComplete - Time series of a heating systems supply temperature
  • tsNH4 - Time series of NH4 concentration in a wastewater system
  • tsNH4Complete - Time series of NH4 concentration in a wastewater system

On CRAN:

data-visualizationimputationimputation-algorithmimputetsmissing-datatime-series

31 exports 158 stars 6.31 score 56 dependencies 27 dependents 18 mentions 1.6k scripts 18.5k downloads

Last updated 2 years agofrom:a3155b041f. Checks:ERROR: 1 WARNING: 8. Indexed: yes.

TargetResultDate
Doc / VignettesFAILSep 08 2024
R-4.5-win-x86_64WARNINGSep 08 2024
R-4.5-linux-x86_64WARNINGSep 08 2024
R-4.4-win-x86_64WARNINGSep 08 2024
R-4.4-mac-x86_64WARNINGSep 08 2024
R-4.4-mac-aarch64WARNINGSep 08 2024
R-4.3-win-x86_64WARNINGSep 08 2024
R-4.3-mac-x86_64WARNINGSep 08 2024
R-4.3-mac-aarch64WARNINGSep 08 2024

Exports:%>%ggplot_na_distributionggplot_na_distribution2ggplot_na_gapsizeggplot_na_imputationsggplot_na_intervalsna_interpolationna_kalmanna_locfna_mana_meanna_randomna_removena_replacena_seadecna_seasplitna.interpolationna.kalmanna.locfna.mana.meanna.randomna.removena.replacena.seadecna.seasplitplotNA.distributionplotNA.distributionBarplotNA.gapsizeplotNA.imputationsstatsNA

Dependencies:clicolorspacecommonmarkcurlfansifarverforecastfracdiffgenericsggplot2ggtextgluegridtextgtableisobandjpegjsonlitelabelinglatticelifecyclelmtestmagrittrmarkdownMASSMatrixmgcvmunsellnlmennetpillarpkgconfigpngquadprogquantmodR6RColorBrewerRcppRcppArmadillorlangscalesstinepackstringistringrtibbletimeDatetseriesTTRurcautf8vctrsviridisLitewithrxfunxml2xtszoo