We discuss parametrizations of filter coefficients of scaling functions and compactly supported orthonormal wavelets with several vanishing moments. We introduce the first discrete moments of the filter coefficients as parameters. The discrete moments can be expressed in terms of the continuous moments of the related scaling function. To solve the resulting polynomial equations we use symbolic computation and in particular Gr¨obner bases. The cases of four to ten filter coefficients are discussed and explicit parametrizations are given. Keywords Orthonormal wavelets · Parametrization · Filter Coefficients · Moments · Gr¨obner bases