How to deal with uncertainty in optimization - Some recent attempts

In this paper, we give a brief summary of the author's recent attempts conducted in collaboration with a number of co-authors to deal with uncertainty in various optimization problems, including complementarity problem, mathematical program with equilibrium constraints, as well as applications in data mining, mathematical finance, and game theory.