Systems and methods that optimize approximation functions are provided. In one example, a method that approximates a particular expression over a sample space of input values is provided. The method may include the steps of splitting the sample space of the input values into sub-regions; associating a polynomial function for each of the sub-regions; optimizing each polynomial function over the respective sub-region; and optimizing all polynomial functions over the sample space.