M. Chauvet, AN ECONOMETRIC CHARACTERIZATION OF BUSINESS-CYCLE DYNAMICS WITH FACTOR STRUCTURE AND REGIME SWITCHING, International economic review, 39(4), 1998, pp. 969-996
A dynamic factor model with regime switching is proposed as an empiric
al characterization of business cycles. The approach integrates the id
ea of co-movements among macroeconomic variables and asymmetries of bu
siness cycle expansions and contractions. The first is captured with a
n unobservable dynamic factor and the second by allowing the factor to
switch regimes. The model is estimated by maximizing its likelihood f
unction, and the empirical results indicate that the combination of th
ese two features leads to a successful representation of the data rela
tive to extant literature. This holds for within and out-of-sample, an
d for both revised and real-time data.