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math.ST2015★ 2 cited
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…
math.ST2015★ 6 cited
CoCoLasso for High-dimensional Error-in-variables Regression
Abhirup Datta, Hui Zou
Much theoretical and applied work has been devoted to high-dimensional regression with clean data. However, we often face corrupted data in many applications where missing data and…