PyRank

Mutual Information Python Packages

Python packages with the GitHub topic mutual-information. Sorted by relevance, with stars and monthly downloads.
cbueth
infomeasure

Python package for calculating various information measures, including entropy, mutual information, transfer entropy, and more, with support for both discrete and continuous variables.

3K 70 12
AdamKrysztopa
dependence-forecastability

Forecastability triage for time series using AMI, pAMI, and covariate-aware dependence diagnostics before expensive model search.

2K 4 0
polsys
ennemi

Easy Nearest Neighbor Estimation of Mutual Information

2K 39 14
fbrundu
pymrmr

Python3 binding to mRMR Feature Selection algorithm (currently not maintained)

1K 141 37
Nikeshbajaj
spkit

Signal Processing Toolkit, including ML models with visualization

1K 37 33
majianthu
copent

Estimating Copula Entropy (Mutual Information), Transfer Entropy (Conditional Mutual Information), and the statistics for multivariate normality test and two-sample test, and change point detection in Python

781 168 31
Gpgabriel25
jax-pcmci

High-performance causal discovery using PCMCI algorithms with JAX acceleration

619 0 1
dpiras
gmm-mi

Estimate mutual information distribution with Gaussian mixture models

543 24 4
thieu1995
mafese

Feature Selection using Metaheuristics Made Easy: Open Source MAFESE Library in Python

442 95 26
dizcza
pytorch-mighty

The Mighty Monitor Trainer for your pytorch models.

378 6 0
y-takashina
depynd

Evaluating dependencies among random variables.

376 8 2
pierrebaudot
infotopo

computes most of information functions (joint entropy, conditional, mutual information, total correlation information distance) and deep information networks

332 41 8
gemini-clustering
gemclus

Source code of the GemClus package

227 7 0
jyyulab
sjaracne

Gene network reverse engineering from big data

207 27 16
gao-lab
expression-copilot

Quantifying predictability of gene expression from histology image

200 3 0
neoneuron
minfo

Mutual information estimator with adaptive partitioning algorithm (C++/OpenMP accelerated).

142 9 0
ChenLiu-1996
dse-dsmi

Diffusion spectral entropy and diffusion spectral mutual information (https://arxiv.org/abs/2312.04823).

134 14 1
jyyulab
mica

Mutual Information-based Non-linear Clustering Analysis

109 4 3
jupiters1117
colin-mico

MICO: Mutual Information and Conic Optimization for feature selection

105 17 5
LShahmiri
migt

Dataset partitioning using Mutual Information

94 0 0
RSMI-NE
rsmine

Optimal coarse graining transformations with RSMI neural estimation

72 31 3
caioss
miga

MIGA is a Python package that provides a GPU-accelerated MSA-based mutual information optimizer

42 8 2