Introduction -- Random Walk Characteristics of Stock Returns -- Nonlinear Dependence in Stock returns -- Mean Reverting Tendency in Stock Returns -- Long Memory in Stock Returns: Theory and Evidence.-Long Memory in Stock Market Volatility -- Summary and Conclusion.