The continuous wavelet transform scalogram, and recently the Choi-Williams distribution, have both been used to improve upon the short-time Fourier transform spectrogram in the analysis of some nonstationary phenomena in fusion plasmas. Here, a comparison is made with real fusion plasma signals that shows the advantages of the Choi-Williams distribution over wavelets as a complementary tool to the spectrogram.