Entropy combinations

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An entropy combination of a random variable is defined by

where

It can be shown that the last condition is a necessary and sufficient condition for a discrete entropy combination to converge to a continuous entropy combination under a shrinking tiling of .

Practice

The implementation of the entropy combination estimator requires additionally that each is an interval. This allows to save memory by allowing the memory for the joint signal to be shared with the marginal signals. It is easily seen that mutual information, partial mutual information, transfer entropy, and partial transfer entropy can all be arranged to have this property.

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Entropy combination estimation

Estimation of entropy combinations

Temporal entropy combination estimation

Temporal estimation of entropy combinations

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