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Factor analysis of a model of stock market returns using simulation-based estimation techniques

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  • Mardi Dungey
  • Diana Zhumabekova

Abstract

A dynamic latent factor model of stock market returns is estimated using simulation-based techniques. Stock market volatility is decomposed into common and idiosyncratic components, and volatility decompositions are compared between stable and turmoil periods to test for possible shift-contagion in equity markets during Asian financial crisis. Five core Asian emerging stock markets are analyzedThailand, Indonesia, Korea, Malaysia and the Philippines. Results identify the existence of shift-contagion during the crisis and indicate that the Thai market was a trigger for contagious shock transmission. ; Monte Carlo experiments are conducted to compare simulation method of moments and indirect inference estimation techniques. Consistent with the literature such experiments find that, in the presence of autocorrelation and time-varying volatility, indirect inference is a better method of conducting variance decomposition analysis for stock market returns than the conventional method of moments.

Suggested Citation

  • Mardi Dungey & Diana Zhumabekova, 2001. "Factor analysis of a model of stock market returns using simulation-based estimation techniques," Pacific Basin Working Paper Series 2001-08, Federal Reserve Bank of San Francisco.
    • Handle: RePEc:fip:fedfpb:2001-08
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