1. A method for training a noise reduction apparatus having a microphone array including a plurality of microphone elements, comprising: receiving a training signal including a plurality of signal samples from the plurality of microphone elements of the microphone array; converting the plurality of signal samples to the frequency domain; and estimating a signal spatial correlation matrix using the converted plurality of signal samples.