Triple Regime Stochastic Volatility Model with Threshold and Leverage Effects
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초록

This study considers a new stochastic volatility model, in which the sign and magnitude of stock returns play roles in explaining a substantially detailed relationship between stock returns and volatility. The proposed model allows for threshold and leverage effects, and accommodates three regimes (i.e., large negative return; mid-range, including moderate negative and positive returns; and large positive return) to better capture the time-varying aspect of the leverage effect. Applications of the proposed model on the return series of the S&P 500 Index and Microsoft Corporation suggest that the relationship between stock returns and volatility depends on the magnitude of the returns and their signs. The comparison of the deviance information criterion for various stochastic volatility models reveals a goodfit ofthe proposed modelfor the data.

키워드

Stochastic Volatility ModelLeverage EffectThreshold EffectMultiple RegimeMCMCGibbs SamplingMOMENTS ESTIMATIONIMPACTRETURN
제목
Triple Regime Stochastic Volatility Model with Threshold and Leverage Effects
저자
Han, HeejoonLee, Eunhee
DOI
10.22841/kerdoi.2020.36.2.007
발행일
2020
유형
Article
저널명
The Korean Economic Review
36
2
페이지
481 ~ 509