Applying phase space reconstruction method to divide time series into segments,we have mapped original series into multidimensional data space.We present a new forecasting model of fuzzy neural network combined with Expectation Maximization method.And use it to make forecasts on stock market.The results show that this model could reduce the error of forecasts effectively and improve the system's performance.