syntheticdata: Synthetic data set to exemplify the use of the functions...

syntheticdataR Documentation

Synthetic data set to exemplify the use of the functions contained in NonParRolCor

Description

The data set syntheticdata contains three columns: the first one are the “times” (from 1 to 500) (named “Times”), the second (named “X”) and the third (named “Y”) columns were generated by a bi-variate AR1 process with similar autocorrelation coefficients of 0.25. We generate two correlated bi-variate AR1 time series with positive (direct) correlation (0.85) for the first 250 elements and with negative (inverse) correlation (-0.85) for the last 250 elements (Polanco-Martínez and López-Martínez 2021).

Usage

data(syntheticdata)

Format

One file in ASCII format containing three columns and 500 rows, columns are separated by spaces.

Source

Author's own production (Josué M. Polanco-Martínez) based on: mpiktas (<URL: https://stats.stackexchange.com/users/2116/mpiktas/>). How to simulate two correlated AR(1) time series?, Cross Validated. (2013). <URL: https://stats.stackexchange.com/q/71831/> (version: 2013-10-03).

Polanco-Martínez, J. M. and López-Martínez, J.M. (2021). A non-parametric method to test the statistical significance in rolling window correlations, and applications to ecological time series, Ecological Informatics 60, 101379. <URL: doi: 10.1016/j.ecoinf.2021.101379>.


NonParRolCor documentation built on Oct. 31, 2022, 1:06 a.m.