In the stochastic volatility models for multivariate daily stock returns, it has been found that estimates of parameters become unstable as dimension returns increases. To solve this problem, we focus on factor structure multiple and consider two additional sources information: first, index associated with market and, second, realized covariance matrix calculated from high-frequency data. The p...