Explain Mahalanobis Distance

What is the Mahalanobis Distance? This video starts from regular Euclidean distance and builds up to linear transformations. The Mahalanobis distance is actually a form of this linear transformation, when taking the transformation to be the inverse covariance matrix of some distribution - hence the Mahalanobis distance is not simply a distance ...

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