Package: tsdataleaks 2.1.1

Thiyanga S. Talagala

tsdataleaks: Exploit Data Leakages in Time Series Forecasting Competitions

Forecasting competitions are of increasing importance as a mean to learn best practices and gain knowledge. Data leakage is one of the most common issues that can often be found in competitions. Data leaks can happen when the training data contains information about the test data. For example: randomly chosen blocks of time series are concatenated to form a new time series, scale-shifts, repeating patterns in time series, white noise is added in the original time series to form a new time series, etc. 'tsdataleaks' package can be used to detect data leakages in a collection of time series.

Authors:Thiyanga S. Talagala [aut, cre]

tsdataleaks_2.1.1.tar.gz
tsdataleaks_2.1.1.zip(r-4.5)tsdataleaks_2.1.1.zip(r-4.4)tsdataleaks_2.1.1.zip(r-4.3)
tsdataleaks_2.1.1.tgz(r-4.4-any)tsdataleaks_2.1.1.tgz(r-4.3-any)
tsdataleaks_2.1.1.tar.gz(r-4.5-noble)tsdataleaks_2.1.1.tar.gz(r-4.4-noble)
tsdataleaks_2.1.1.tgz(r-4.4-emscripten)tsdataleaks_2.1.1.tgz(r-4.3-emscripten)
tsdataleaks.pdf |tsdataleaks.html
tsdataleaks/json (API)

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

Peer review:

Bug tracker:https://github.com/thiyangt/tsdataleaks/issues

On CRAN:

4.95 score 3 stars 8 scripts 177 downloads 4 exports 43 dependencies

Last updated 9 months agofrom:697d606273. Checks:OK: 7. Indexed: yes.

TargetResultDate
Doc / VignettesOKOct 16 2024
R-4.5-winOKOct 16 2024
R-4.5-linuxOKOct 16 2024
R-4.4-winOKOct 16 2024
R-4.4-macOKOct 16 2024
R-4.3-winOKOct 16 2024
R-4.3-macOKOct 16 2024

Exports:find_dataleaksreason_dataleaksts.matchviz_dataleaks

Dependencies:clicolorspacecowplotcpp11dplyrfansifarvergenericsggplot2gluegridExtragtableisobandlabelinglatticelifecyclemagrittrMASSMatrixmgcvmunsellnlmepillarpkgconfigplyrpurrrR6RColorBrewerRcpprlangscalessliderstringistringrtibbletidyrtidyselectutf8vctrsviridisviridisLitewarpwithr

tsdataleaks

Rendered fromtsdataleaks.Rmdusingknitr::rmarkdownon Oct 16 2024.

Last update: 2024-02-03
Started: 2024-02-03