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Fourier transforms are often useful in characterizing measured transient signals. It is shown that the amplitudes of such transforms are overestimated in the presence of normal zero-mean random noise. This bias is shown to be significant (greater than 5 percent) for signals with signal-to-noise ratios less than approximately 2.5:1. The result is independent of signal waveform.