CopEnt.copula_entropy
— Methodcopula_entropy(x; kwargs...)
Estimate the copula entropy by
- Compute the emperical copula (see also
empirical_copula
); - Estimate the entropy using the Kraskov method (see
entropy_knn
for keyword parameters) [1].
The returned copula entropy is the negative mutual information [2].
References
- Alexander Kraskov, Harald Stögbauer and Peter Grassberger. "Estimating mutual information." Physical review, 2004.
- Jian Ma and Zengqi Sun. "Mutual information is copula entropy." Tsinghua Science & Technology, 2011.
CopEnt.empirical_copula
— Methodempirical_copula(x)
Compute the emperical copula.
CopEnt.entropy_knn
— Methodentropy_knn(x; k, dist)
Estimate the entropy using the Kraskov method [1]
References
- Alexander Kraskov, Harald Stögbauer and Peter Grassberger. "Estimating mutual information." Physical review, 2004.