1. A voice activity detection method comprising the steps of: (a) Estimating in a noise power estimator a noise power within a signal having a speech component and a noise component; and (b) Calculating a likelihood ratio for a presence of speech in the signal from the estimated power of noise signals from step (a) and from a complex Gaussian statistical model, wherein the estimated power of the noise signals is calculated independently of the likelihood ratio.