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MultivariateTrendAnalysis (version 0.1.3)

Univariate and Multivariate Trend Testing

Description

With foundations on the work by Goutali and Chebana (2024) , this package contains various univariate and multivariate trend tests. The main functions regard the Multivariate Dependence Trend and Multivariate Overall Trend tests as proposed by Goutali and Chebana (2024), as well as a plotting function that proves useful as a summary and complement of the tests. Although many packages and methods carry univariate tests, the Mann-Kendall and Spearman's rho test implementations are included in the package with an adapted version to hydrological formulation (e.g. as in Rao and Hamed 1998 or Chebana 2022 ). For better understanding of the example use of the functions, three datasets are included. These are synthetic data and shouldn't be used beyond that purpose.

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Version

Install

install.packages('MultivariateTrendAnalysis')

Monthly Downloads

122

Version

0.1.3

License

GPL (>= 3)

Maintainer

Dorsaf Goutali

Last Published

September 3rd, 2025

Functions in MultivariateTrendAnalysis (0.1.3)

generate_data

Generate Synthetic data
MDT_test

Multivariate Dependence Trend Test
MOT_test

Multivariate Overall Trend Test
srUnivariate

Univariate Spearman's Rho Test
mkComponent

Component Wise Mann-Kendall Test Statistic
plotTrend

Trend Tests Plots
summaryTrend

Trend Tests Summary
mkUnivariate

Univariate Mann-Kendall Test