Empirical Entropy Manipulation for Real-World Problems

Viola, Paul A., Schraudolph, Nicol N., Sejnowski, Terrence J.

Neural Information Processing Systems 

No finite sample is sufficient to determine the density, and therefore the entropy, of a signal directly. Some assumption about either the functional form of the density or about its smoothness is necessary.

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