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vccp

Vine Copula Change Point Detection in Multivariate Time Series

v0.1.1 · May 29, 2021 · MIT + file LICENSE

Description

Implements the Vine Copula Change Point (VCCP) methodology for the estimation of the number and location of multiple change points in the vine copula structure of multivariate time series. The method uses vine copulas, various state-of-the-art segmentation methods to identify multiple change points, and a likelihood ratio test or the stationary bootstrap for inference. The vine copulas allow for various forms of dependence between time series including tail, symmetric and asymmetric dependence. The functions have been extensively tested on simulated multivariate time series data and fMRI data. For details on the VCCP methodology, please see Xiong & Cribben (2021).

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Dependency Network

Dependencies Reverse dependencies VineCopula mosum mvtnorm vccp

Version History

3 tracked
new 0.1.1 Mar 10, 2026
updated 0.1.1 ← 0.1.0 diff May 28, 2021
new 0.1.0 Mar 2, 2021