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Effects of Model Selection on Inference

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Author Info
P?tscher, B.M.
Abstract

The asymptotic properties of parameter estimators which are based on a model that has been selected by a model selection procedure are investigated. In particular, the asymptotic distribution is derived and the effects of the model selection process on subsequent inference are illustrated.

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File URL: http://journals.cambridge.org/abstract_S0266466600004382
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Publisher Info
Article provided by Cambridge University Press in its journal Econometric Theory.

Volume (Year): 7 (1991)
Issue (Month): 02 (June)
Pages: 163-185
Download reference. The following formats are available: HTML (with abstract), plain text (with abstract), BibTeX, RIS (EndNote, RefMan, ProCite), ReDIF
Handle: RePEc:cup:etheor:v:7:y:1991:i:02:p:163-185_00

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  1. Pötscher, Benedikt M., 2006. "The Distribution of Model Averaging Estimators and an Impossibility Result Regarding Its Estimation," MPRA Paper 73, University Library of Munich, Germany, revised Jul 2006. [Downloadable!]
  2. Pötscher, Benedikt M. & Leeb, Hannes, 2007. "On the distribution of penalized maximum likelihood estimators: The LASSO, SCAD, and thresholding," MPRA Paper 5615, University Library of Munich, Germany, revised Mar 2009. [Downloadable!]
    Other versions:
  3. Donald W.K. Andrews & Biao Lu, 1999. "Consistent Model and Moment Selection Criteria for GMM Estimation with Applications to Dynamic Panel Data Models," Cowles Foundation Discussion Papers 1233, Cowles Foundation, Yale University. [Downloadable!]
  4. Javier Hidalgo, 2002. "Consistent Order Selection with Strongly Dependent Data and its Application to Efficient Estimation," STICERD - Econometrics Paper Series /2002/430, Suntory and Toyota International Centres for Economics and Related Disciplines, LSE. [Downloadable!]
    Other versions:
  5. Sengupta, Sanchita & Kurkalova, Lyubov & Kling, Catherine, 2006. "Avoiding biases from data-dependent specification search: an application to a tillage choice model," 2006 Annual meeting, July 23-26, Long Beach, CA 21399, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association). [Downloadable!]
  6. Joshua Gallin & Randal Verbrugge, 2007. "Improving the CPI’s Age-Bias Adjustment: Leverage, Disaggregation and Model Averaging," Working Papers 411, U.S. Bureau of Labor Statistics. [Downloadable!]
  7. Danilov, D.L. & Magnus, J.R., 2001. "On the harm that pretesting does," Discussion Paper 37, Tilburg University, Center for Economic Research. [Downloadable!]
  8. Pötscher, Benedikt M., 2007. "Confidence Sets Based on Sparse Estimators Are Necessarily Large," MPRA Paper 5677, University Library of Munich, Germany, revised Apr 2009. [Downloadable!]
  9. Rudolf Beran, 1996. "Confidence sets centered at C p -estimators," Annals of the Institute of Statistical Mathematics, Springer, vol. 48(1), pages 1-15, March. [Downloadable!] (restricted)
  10. Leeb, Hannes & Pötscher, Benedikt M., 2005. "Can One Estimate the Unconditional Distribution of Post-Model-Selection Estimators ?," MPRA Paper 72, University Library of Munich, Germany, revised Feb 2007. [Downloadable!]
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  11. Dietmar Maringer & Peter Winker, 2004. "Optimal Lag Structure Selection in VEC-Models," Computing in Economics and Finance 2004 155, Society for Computational Economics. [Downloadable!]
  12. Gernot Doppelhofer & Xavier Sala I Martin & Melvyn Weeks, 2005. "Jointness of Determinants of Economics Growth," Money Macro and Finance (MMF) Research Group Conference 2005 54, Money Macro and Finance Research Group. [Downloadable!]
  13. Peter C.B. Phillips, 2004. "Automated Discovery in Econometrics," Cowles Foundation Discussion Papers 1469, Cowles Foundation, Yale University. [Downloadable!]
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  14. Paruolo Paolo, 2004. "Automated Inference and the Future of Econometrics: A comment," Economics and Quantitative Methods qf04025, Department of Economics, University of Insubria. [Downloadable!]
    Other versions:
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