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Summary: The expression $\beta^\prime A\beta$ generalizes the usual squared Euclidean distance. The set of $\beta$ for which $\beta^\prime A \beta = 1$ is often a sphere, when considered from the correct perspective; and generally it is always a linear transformation of a cylinder defined over a...