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ADAPTIVE LEARNING IN REGIME-SWITCHING MODELS

Published online by Cambridge University Press:  06 March 2012

William A. Branch ,
Troy Davig  and
Bruce McGough
William A. Branch*
Affiliation:
University of California, Irvine
Troy Davig
Affiliation:
Barclays Capital
Bruce McGough
Affiliation:
Oregon State University
*
Address correspondence to: William A. Branch, Department of Economics, 3151 Social Science Plaza, Irvine, CA 92697-5100, USA; e-mail: [email protected].
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Abstract

We study adaptive learning in economic environments subject to recurring structural change. Stochastically evolving institutional and policymaking features can be described by regime-switching models with parameters that evolve according to finite state Markov processes. We demonstrate that in nonlinear models of this form, the presence of sunspot equilibria implies two natural schemes for learning the conditional means of endogenous variables: under mean value learning, agents condition on a sunspot variable that captures the self-fulfilling serial correlation in the equilibrium, whereas under vector autoregression learning (VAR learning), the self-fulfilling serial correlation must be learned. We show that an intuitive condition ensures convergence to a regime-switching rational expectations equilibrium. However, the stability of sunspot equilibria, when they exist, depends on whether agents adopt mean value or VAR learning: coordinating on sunspot equilibria via a VAR learning rule is not possible. To illustrate these phenomena, we develop results for an overlapping-generations model and a New Keynesian model.

Keywords

E-StabilityAdaptive LearningRegime SwitchingSunspots
Type
Articles
Information
Macroeconomic Dynamics , Volume 17 , Issue 5 , July 2013 , pp. 998 - 1022
Copyright
Copyright © Cambridge University Press 2012 

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