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Using nonparametric estimation method, this paper studies the dynamic evolution features of jumps in volatility of domestic stock market.We build the heterogeneous autoregressive model of realized volatility for stock index returns, and use the conditional extreme value approach to predict the volatility risk of stock market dynamically.