Author:
Zenner, Markus
Title: Prediction Error Learning in Univariate Generalized Autoregressive
Models
Abstract: The rational expectations hypothesis is supported if rational
expectations are stable with respect to reasonable learning
procedures. We consider within a univariate generalized autoregressive
model a class of prediction error based learning procedures which contain
as a special case the OLS-procedure. We derive a concept of stability,
characterize stable and unstable rational expectations equilibria, determine
the possible limit outcomes of the learning procedures and show that there
is convergence with unit or only positive probability, depending on the
respective feedback function which maps the perceived into the true law of
motion of the endogenous variable. Finally, in view of the plausibility of
the learning procedures, we determine the rate of convergence.
Keywords: Rational expectations, learning, model
specification
JEL-Classification-Number: C22, C62, D83, D84
Creation-Date: March 1994
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