Implement `entropy_maximum` for `Kaniadakis` entropy
#183 创建于 2022年12月16日
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描述
Describe the feature you'd like to have
In #182 the Kaniadakis entropy was introduced. However, the book which gives the formula doesn't state for which discrete probability distribution it is maximised, so entropy_maximum just throws an error for now.
It would be nice to be able to compute the maximum discrete Kaniadakis entropy too.
Cite scientific papers related to the feature/algorithm
The formula for the maximum Kaniadakis entropy as a function of the number of samples is probably given in the literature somewhere, but I haven't seen it yet. A good starting point is to follow the references in Tsallis (2009) book, which gives the definition of Kaniadakis entropy.
Tsallis, C. (2009). Introduction to nonextensive statistical mechanics: approaching a complex world. Springer, 1(1), 2-1.