This paper will address the capability of the Modified Group Method of Data Handling (MGMDH) for continuous and piecewise continuous approximation functions. The MGMDH is used to construct the mathematical structure of dynamic system, which is observable only from its input and output with large number of input variables. The paper present the theory and simulation results for estimation of piecewise continuous polynomial function. The output performance evaluation is included.