The generalised dynamic factor model: identification and estimation
This paper proposes a factor model with infinite dynamics and nonorthogonal idiosyncratic components. The model, which we call the generalized dynamic-factor model, is novel to the literature and generalizes the static approximate factor model of Chamberlain and Rothschild (1983), as well as the exact factor model à la Sargent and Sims (1977). We provide identification conditions, propose an estimator of the common components, prove convergence as both time and cross-sectional size go to infinity at appropriate rates, and present simulation results. We use our model to construct a coincident index for the European Union. Such index is defined as the common component of real GDP within a model including several macroeconomic variables for each European country. © 2000 by the President and Fellows of Harvard College and the Massachusetts Institute of Technology
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|Date of creation:||01 Nov 2000|
|Date of revision:|
|Publication status:||Published in: The Review of Economics and Statistics (2000) v.82 n° 4,p.540-554|
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- Forni, Mario & Reichlin, Lucrezia, 1998.
"Let's Get Real: A Factor Analytical Approach to Disaggregated Business Cycle Dynamics,"
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- Forni, Mario & Lippi, Marco, 2000.
"The Generalized Dynamic Factor Model: Representation Theory,"
CEPR Discussion Papers
2509, C.E.P.R. Discussion Papers.
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- Mario Forni & Lucrezia Reichlin, 1996.
"Dynamic common factors in large cross-sections,"
ULB Institutional Repository
2013/10149, ULB -- Universite Libre de Bruxelles.
- Forni, Mario & Reichlin, Lucrezia, 1997.
"National Policies and Local Economies: Europe and the United States,"
CEPR Discussion Papers
1632, C.E.P.R. Discussion Papers.
- Lucrezia Reichlin & Mario Forni, 1999. "National policies and local economies: Europe and the United States," ULB Institutional Repository 2013/10181, ULB -- Universite Libre de Bruxelles.
- Chamberlain, Gary, 1983. "Funds, Factors, and Diversification in Arbitrage Pricing Models," Econometrica, Econometric Society, vol. 51(5), pages 1305-23, September.
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