Shrinkage estimation of regression models with multiple structural changes

In this paper, we consider the problem of determining the number of structural changes in multiple linear regression models via group fused Lasso. We show that with probability tending to one, our method can correctly determine the unknown number of breaks, and the estimated break dates are sufficie...

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Bibliographic Details
Main Authors: QIAN, Junhai, SU, Liangjun
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2016
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Online Access:https://ink.library.smu.edu.sg/soe_research/1910
https://ink.library.smu.edu.sg/context/soe_research/article/2909/viewcontent/ShrinkageEstimationRegressionModelsMultiple_2014_preprint.pdf
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Institution: Singapore Management University
Language: English