Abstract
This paper proposes two new estimators for determining the number of factors (r) in static approximate factor models. We exploit the well-known fact that the r largest eigenvalues of the variance matrix of N response variables grow unboundedly as N increases, while the other eigenvalues remain bounded. The new estimators are obtained simply by maximizing the ratio of two adjacent eigenvalues. Our simulation results provide promising evidence for the two estimators.
Original language | English (US) |
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Pages (from-to) | 1203-1227 |
Number of pages | 25 |
Journal | Econometrica |
Volume | 81 |
Issue number | 3 |
DOIs | |
State | Published - May 1 2013 |
Keywords
- Approximate factor models
- Eigenvalues
- Number of factors
ASJC Scopus subject areas
- Economics and Econometrics