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Measure of distance between distributions or variables, such as Euclidean distance between points in n-space.

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Identifying the most representative observation in a sample

Minimum distance from multidimensional center of sample (for certain distance measures I think this would be equivalent to (1)). Maximum centrality (e.g. … PageRank) from a social network analysis, where edge weights are inverse to some distance measure. …