Uniformly valid post-regularization confidence regions for many functional parameters in z-estimation framework

In this paper, we develop procedures to construct simultaneous confidence bands for p potentially infinite-dimensional parameters after model selection for general moment condition models where p is potentially much larger than the sample size of available data, n. This allows us to cover settings w...

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Bibliographic Details
Main Authors: Belloni, Alexandre (Author), Chernozhukov, Victor V (Author), Chetverikov, Denis (Author), Wei, Ying (Author)
Other Authors: Massachusetts Institute of Technology. Operations Research Center (Contributor), Massachusetts Institute of Technology. Department of Economics (Contributor)
Format: Article
Language:English
Published: Institute of Mathematical Statistics, 2019-11-14T20:22:27Z.
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