Quadratic form distance is a matrix j denotes the similarity of dimension with dimension is positive semi-definite (for distances to be )   for all non-zero vectors is symmetric (for distances to be symmetric) Example: for color histograms ( is bin-to-bin distance and the maximum) If is an identity matrix, then Euclidean If is a diagonal matrix,