The min/max cost functions make a lot of sense(easiest to visualize). It also can do a lot when you do multi-objective optimization. But I have always wondered how you go about evaluating other cost functions. I mean mathematically the concept is intuitive. i.e. just swap it for a quadratic or exponential, but which cost functions are useful in the real world?