We exploit the idea to use maximal-entropy method, successfully tested in information theory and statistical thermodynamics, determine approximating function's coefficients squared errors' weights simultaneously as output of one single problem least-square approximation. provide evidence method's capabilities performance through its application representative test cases by working with polynomi...