Put forward the SPP concept and give a conceptual model.
A SPP–CVaR model on uncertain exit time is developed.
Using data from China's stock market to construct arbitrage portfolio by SPP–CVaR method.
Results indicate that SPP–CVaR method performs better than traditional method.