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Author:Jones, C.S.
Title:Extracting factors from heteroskedastic asset returns
Journal:Journal of Financial Economics
2001 : NOV, VOL. 62:2, p. 293-325
Index terms:ASSETS
FACTOR ANALYSIS
HETEROSCEDASTICITY
STOCK MARKETS
Language:eng
Abstract:This paper proposes an alternative to the asymptotic principal components procedure of Connor and Korajczyk (J. Financial Econom. 15 (1986) 373) that is robust to time series heterskedasticity in the factor model residurals. The new method is simple to use and requires no assumptions stronger than those made by Connor and Korajczyk. It is demonstrated through simulations and analysis of actual stock market data that allowing heterskedasticity sometimes improves the quality of the extracted factors quite dramatically.
SCIMA record nr: 228727
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