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I have searched but found that some similarity measures are for continuous data and some are for categorical data. But i want to know the similarity measures which are use for both data, continuous and categorical?

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Sometimes continuous data can be represented as parametric distribution with distribution parameters as variable, essentially continuous stochastic process. In that case cross-entropy would work on that type of continuous data.

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