Phase-space distribution functions for a non-relativistic quantum particle are defined as the mean value of certain operators, whose most general forms are determined by the requirements of Galilean, parity and time-reversal invariances. The rule of associating phase-space functions to quantum mechanical operators, induced by the general distribution function, is considered. The resulting scheme unifies previous work on this subject.