We adopt ε-Support Vector Regression, a nonlinear regression method, to analyse the relationship between stock return and explanatory factors. Computational results show ε-SVR outperforms significantly the Ordinary Least Squares linear regression with a much higher <italic>R</italic> -super-2 and a lower...