Bayesian Inference for High Dimensional Changing Linear Regression with Application to Minnesota House Price Index Data

Abhirup Datta, Hui Zou, Sudipto Banerjee

In many applications, the dataset under investigation exhibits heterogeneous regimes that are more appropriately modeled using piece-wise linear models for each of the data segment…