http://en.wikipedia.org/wiki/Correlation_and_dependence
A similarity matrix is a matrix of scores which express the similarity between two data points. Above, "correlation coefficients between X and Y are shown when the two variables' ranges are unrestricted, and when the range of X is restricted to the interval (0,1)."
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