Time-Varying Effect of Gold and Crude Oil prices to Stock Price Index
This paper proposes time-varying effect of gold and crude oil price to stock price index with Markov switching state space model which provided the time-varying coefficients to analyze the time-varying behaviors of the stock index.A Bayesian approach is employed to predict the parameters of the model whereas Kalman filter is applied to predict the time-varying coefficients in each regime.The stock price index,gold price and oil price dataset from 1st April 1996 to 31st March 2016 with the total 5,219 observations were used.The result shows that the proposed model is able to significantly capture the real economic situation and it can capture the movement of the coefficients in each period.
Time-Varying coefficient Markov Switching Kalman filter Bayesian estimation
Sukrit Thongkairat Roengchai Tansuchat
Faculty of Economics,Chiang Mai University,Chiang Mai,Thailand
国际会议
ICEFS2017(International Conference on Economics, Finance and Statistics 2017) (2017经济、金融与统计国际会议)
香港
英文
398-402
2017-01-14(万方平台首次上网日期,不代表论文的发表时间)