The Fourier phase retrieval problem consists of solving for a finite-dimensional vector given the absolute values of its Fourier transform spectrum. Several equivalent formulations of this problem are shown, as well as its relation to the Riesz-Fejer theorem of complex analysis. A matrix algebra approach is also derived which builds on earlier work from operator theory on matrix representations of polynomials.