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Mutual Information Python Packages

Python packages with the GitHub topic mutual-information. Sorted by relevance, with stars and monthly downloads.
AdamKrysztopa
dependence-forecastability

General-purpose Python toolkit for horizon-wise forecastability analysis using interchangeable dependence scorers, with AMI/pAMI support, rolling-origin benchmarking, and reproducible reporting.

3K 3 0
Nikeshbajaj
spkit

Signal Processing Toolkit, including ML models with visualization

1K 37 33
fbrundu
pymrmr

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

1K 141 37
dpiras
gmm-mi

Estimation of mutual information (MI) distribution with Gaussian mixture models (GMMs)

1K 24 4
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.

1K 69 11
polsys
ennemi

Non-linear correlation detection with mutual information

892 39 14
thieu1995
mafese

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

680 95 26
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

641 168 31
y-takashina
depynd

Evaluating dependencies among random variables.

516 8 2
Gpgabriel25
jax-pcmci

High-performance causal discovery using PCMCI algorithms with JAX acceleration

506 0 1
pierrebaudot
infotopo

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

408 41 8
gemini-clustering
gemclus

Source code of the GemClus package

369 7 0
dizcza
pytorch-mighty

The Mighty Monitor Trainer for your pytorch models.

273 6 0
jyyulab
sjaracne

Scalable Tool for Gene Network Reverse Engineering

182 27 16
gao-lab
expression-copilot

Quantifying predictability of gene expression from histology image

175 3 0
neoneuron
minfo

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

164 9 0
ChenLiu-1996
dse-dsmi

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

110 14 1
jyyulab
mica

Mutual Information-based Non-linear Clustering Analysis

98 3 3
LShahmiri
migt

Model-agnostic dataset partitioning using Mutual Information

84 0 0
RSMI-NE
rsmine

A Python package for efficient optimisation of real-space renormalization group transformations using Tensorflow.

81 31 3
jupiters1117
colin-mico

MICO: Mutual Information and Conic Optimization for feature selection

73 17 5
caioss
miga

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

39 8 2
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