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the multivariate context by an extension of the simple sum to a number of sums that cover all dimensions in the feature space:
: where is the th Euclidean basis vector.

Expression in terms of characteristic functions

A fundamental wrapped distribution is the Dirac comb, which is a wrapped Dirac delta function:

:.

Using the delta function, a general wrapped distribution can be written

:.

Exchanging the order

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