Made distance metric symmetric as per original paper #1
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The mahalonobis distance metric, should be symmetric as all metrics must be symmetric that is, distance A to B should be same as distance B to A. The original paper also mentions this. Further, can do this without degrading performance if we utilize the fact the weight matrix will be symmetric.