Consistent Estimation of Structural Parameters in Regression Models with Adaptive Learning
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- Lai, T. L. & Robbins, Herbert & Wei, C. Z., 1979. "Strong consistency of least squares estimates in multiple regression II," Journal of Multivariate Analysis, Elsevier, vol. 9(3), pages 343-361, September.
- Evans, George W., 1989. "The fragility of sunspots and bubbles," Journal of Monetary Economics, Elsevier, vol. 23(2), pages 297-317, March.
- Fabio Milani, 2006.
"A Bayesian DSGE Model with Infinite-Horizon Learning: Do "Mechanical" Sources of Persistence Become Superfluous?,"
International Journal of Central Banking, International Journal of Central Banking, vol. 2(3), September.
- Fabio Milani, 2005. "A Bayesian DSGE Model with Infinite-Horizon Learning: Do "Mechanical" Sources of Persistence Become Superfluous?," Working Papers 060703, University of California-Irvine, Department of Economics.
- Milani, Fabio, 2006. "A Bayesian DSGE Model with Infinite-Horizon Learning: Do "Mechanical" Sources of Persistence Become Superfluous?," MPRA Paper 809, University Library of Munich, Germany.
- George W. Evans & Seppo Honkapohja, 2009.
"Expectations, Learning and Monetary Policy: An Overview of Recent Research,"
Central Banking, Analysis, and Economic Policies Book Series, in: Klaus Schmidt-Hebbel & Carl E. Walsh & Norman Loayza (Series Editor) & Klaus Schmidt-Hebbel (Series (ed.),Monetary Policy under Uncertainty and Learning, edition 1, volume 13, chapter 2, pages 027-076,
Central Bank of Chile.
- Evans, George W. & Honkapohja, Seppo, 2007. "Expectations, learning and monetary policy: an overview of recent research," Bank of Finland Research Discussion Papers 32/2007, Bank of Finland.
- Honkapohja, Seppo & Evans, George W., 2008. "Expectations, Learning and Monetary Policy: An Overview of Recent Rersearch," CEPR Discussion Papers 6640, C.E.P.R. Discussion Papers.
- George W. Evans & Seppo Honkapohja, 2008. "Expectations, Learning, And Monetary Policy: An Overview Of Recent Research," Working Papers Central Bank of Chile 501, Central Bank of Chile.
- Evans, George & Honkapohja, Seppo, 2008. "Expectations, Learning and Monetary Policy: An Overview of Recent Research," SIRE Discussion Papers 2008-03, Scottish Institute for Research in Economics (SIRE).
- Lucas, Robert E, Jr, 1973. "Some International Evidence on Output-Inflation Tradeoffs," American Economic Review, American Economic Association, vol. 63(3), pages 326-334, June.
- Davidson, Russell & MacKinnon, James G., 1993. "Estimation and Inference in Econometrics," OUP Catalogue, Oxford University Press, number 9780195060119.
- repec:zbw:bofrdp:2007_032 is not listed on IDEAS
- Milani, Fabio, 2007.
"Expectations, learning and macroeconomic persistence,"
Journal of Monetary Economics, Elsevier, vol. 54(7), pages 2065-2082, October.
- Fabio Milani, 2005. "Expectations, Learning and Macroeconomic Persistence," Macroeconomics 0510022, University Library of Munich, Germany.
- Fabio Milani, 2005. "Expectations, Learning and Macroeconomic Persistence," Working Papers 050608, University of California-Irvine, Department of Economics.
- George W. Evans & Seppo Honkapohja, 1998.
"Economic Dynamics with Learning: New Stability Results,"
The Review of Economic Studies, Review of Economic Studies Ltd, vol. 65(1), pages 23-44.
- George W. Evans & Seppo Honkapohja, "undated". "Economic Dynamics with Learning: New Stability Results," Computing in Economics and Finance 1997 51, Society for Computational Economics.
- Seppo Honkapohja & George W. Evans, 1996. "Economic Dynamics with Learning: New Stability Results," CESifo Working Paper Series 110, CESifo.
- Chevillon, Guillaume & Massmann, Michael & Mavroeidis, Sophocles, 2010. "Inference in models with adaptive learning," Journal of Monetary Economics, Elsevier, vol. 57(3), pages 341-351, April.
- Sargent, Thomas J., 1993. "Bounded Rationality in Macroeconomics: The Arne Ryde Memorial Lectures," OUP Catalogue, Oxford University Press, number 9780198288695.
- Bray, Margaret M & Savin, Nathan E, 1986. "Rational Expectations Equilibria, Learning, and Model Specification," Econometrica, Econometric Society, vol. 54(5), pages 1129-1160, September.
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Cited by:
- Norbert Christopeit & Michael Massmann, 2013.
"Estimating Structural Parameters in Regression Models with Adaptive Learning,"
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- Norbert Christopeit & Michael Massmann, 2015. "Estimating Structural Parameters in Regression Models with Adaptive Learning," Tinbergen Institute Discussion Papers 15-106/III, Tinbergen Institute.
- Tom Holden, 2012. "Learning from learners," School of Economics Discussion Papers 1512, School of Economics, University of Surrey.
- Norbert Christopeit & Michael Massmann, 2017. "Strong consistency of the least squares estimator in regression models with adaptive learning," WHU Working Paper Series - Economics Group 17-07, WHU - Otto Beisheim School of Management.
- Alexander Mayer, 2022. "Two-step estimation in linear regressions with adaptive learning," Papers 2204.05298, arXiv.org, revised Nov 2022.
- Norbert Christopeit & Michael Massmann, 2012. "Strong Consistency of the Least-Squares Estimator in Simple Regression Models with Stochastic Regressors," Tinbergen Institute Discussion Papers 12-109/III, Tinbergen Institute.
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More about this item
Keywords
Adaptive learning; forecast feedback; stochastic approximation; linear regression with stochastic regressors; consistency;All these keywords.
JEL classification:
- C13 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Estimation: General
- C22 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes
- D83 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Search; Learning; Information and Knowledge; Communication; Belief; Unawareness
- D84 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Expectations; Speculations
NEP fields
This paper has been announced in the following NEP Reports:- NEP-CBA-2010-09-11 (Central Banking)
- NEP-ECM-2010-09-11 (Econometrics)
- NEP-FOR-2010-09-11 (Forecasting)
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