38 citations · 40 across the 3 of their papers we have counts for
Showing math.STShow all
2 papers · 1 filter
math.ST2019
Inference on the change point with the jump size near the boundary of the region of detectability in high dimensional time series models
Abhishek Kaul, Venkata K Jandhyala, Stergios B Fotopoulos
We develop a projected least squares estimator for the change point parameter in a high dimensional time series model with a potential change point. Importantly we work under the s…
math.ST2019★ 2 cited
Detection and estimation of parameters in high dimensional multiple change point regression models via regularization and discrete optimization
Abhishek Kaul, Venkata K Jandhyala, Stergios B Fotopoulos
Binary segmentation, which is sequential in nature is thus far the most widely used method for identifying multiple change points in statistical models. Here we propose a top down…