Entropy Estimators

infomeasure.estimators.entropy Package

Classes

AnsbEntropyEstimator(*data[, K, ...])	Asymptotic NSB entropy estimator.
BayesEntropyEstimator(*data, alpha[, K, base])	Bayesian entropy estimator.
BonachelaEntropyEstimator(*args, **kwargs)	Bonachela (Bonachela-Hinrichsen-Muñoz) entropy estimator for discrete data.
ChaoShenEntropyEstimator(*args, **kwargs)	Chao-Shen entropy estimator.
ChaoWangJostEntropyEstimator(*args, **kwargs)	Advanced bias-corrected Shannon entropy estimator using coverage estimation.
DiscreteEntropyEstimator(*args, **kwargs)	Standard Shannon entropy estimator for discrete data using maximum likelihood.
GrassbergerEntropyEstimator(*args, **kwargs)	Discrete Grassberger entropy estimator.
KernelEntropyEstimator(*data, bandwidth, kernel)	Kernel entropy estimator for continuous data using Kernel Density Estimation (KDE).
KozachenkoLeonenkoEntropyEstimator(*data[, ...])	Kozachenko-Leonenko entropy estimator for continuous data.
MillerMadowEntropyEstimator(*args, **kwargs)	Discrete Miller-Madow entropy estimator.
NsbEntropyEstimator(*data[, K, base])	NSB (Nemenman-Shafee-Bialek) entropy estimator.
OrdinalEntropyEstimator(*data, embedding_dim)	Estimator for the Ordinal / Permutation entropy.
RenyiEntropyEstimator(*data[, k, alpha, base])	Estimator for the Rényi entropy.
ShrinkEntropyEstimator(*args, **kwargs)	Shrinkage (James-Stein) entropy estimator.
TsallisEntropyEstimator(*data[, k, q, base])	Estimator for the Tsallis entropy.
ZhangEntropyEstimator(*args, **kwargs)	Zhang entropy estimator for discrete data.

Class Inheritance Diagram