VARDetect - Multiple Change Point Detection in Structural VAR Models
Implementations of Thresholded Block Segmentation Scheme
(TBSS) and Low-rank plus Sparse Two Step Procedure (LSTSP)
algorithms for detecting multiple changes in structural VAR
models. The package aims to address the problem of change point
detection in piece-wise stationary VAR models, under different
settings regarding the structure of their transition matrices
(autoregressive dynamics); specifically, the following cases
are included: (i) (weakly) sparse, (ii) structured sparse, and
(iii) low rank plus sparse. It includes multiple algorithms and
related extensions from Safikhani and Shojaie (2020)
<doi:10.1080/01621459.2020.1770097> and Bai, Safikhani and
Michailidis (2020) <doi:10.1109/TSP.2020.2993145>.