Entropy Estimators#

infomeasure.estimators.entropy Package#

Classes#

DiscreteEntropyEstimator(*data[, base])

Estimator for discrete entropy (Shannon entropy).

KernelEntropyEstimator(*data, bandwidth, kernel)

Estimator for entropy (Shannon) using Kernel Density Estimation (KDE).

KozachenkoLeonenkoEntropyEstimator(*data[, ...])

Kozachenko-Leonenko estimator for Shannon entropies.

OrdinalEntropyEstimator(*data, embedding_dim)

Estimator for the Ordinal / Permutation entropy.

RenyiEntropyEstimator(*data[, k, alpha, base])

Estimator for the Rényi entropy.

TsallisEntropyEstimator(*data[, k, q, base])

Estimator for the Tsallis entropy.

Class Inheritance Diagram#

Inheritance diagram of infomeasure.estimators.entropy.discrete.DiscreteEntropyEstimator, infomeasure.estimators.entropy.kernel.KernelEntropyEstimator, infomeasure.estimators.entropy.kozachenko_leonenko.KozachenkoLeonenkoEntropyEstimator, infomeasure.estimators.entropy.ordinal.OrdinalEntropyEstimator, infomeasure.estimators.entropy.renyi.RenyiEntropyEstimator, infomeasure.estimators.entropy.tsallis.TsallisEntropyEstimator