Mutual Information Python Packages

zcmir

Zig cross modality image registration.

infomeasure

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

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

spkit

Signal Processing Toolkit, including ML models with visualization

pymrmr

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

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.

ennemi

Easy Nearest Neighbor Estimation of Mutual Information

gmm-mi

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

jax-pcmci

High-performance causal discovery using PCMCI algorithms with JAX acceleration

mafese

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

depynd

Evaluating dependencies among random variables.

infotopo

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

gemclus

Source code of the GemClus package

expression-copilot

Quantifying predictability of gene expression from histology image

dse-dsmi

[ICMLW 2023, IEEE CISS 2024] Assessing Neural Network Representations During Training Using Noise-Resilient Diffusion Spectral Entropy

pytorch-mighty

The Mighty Monitor Trainer for your pytorch models.

minfo

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

colin-mico

MICO: Mutual Information and Conic Optimization for feature selection

mica

Mutual Information-based Non-linear Clustering Analysis

migt

Dataset partitioning using Mutual Information

sjaracne

Scalable Tool for Gene Network Reverse Engineering

rsmine

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

miga

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