Mutual Information Python Packages

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.

spkit

Signal Processing Toolkit, including ML models with visualization

pymrmr

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

gmm-mi

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

infomeasure

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

ennemi

Non-linear correlation detection with mutual information

mafese

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

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

depynd

Evaluating dependencies among random variables.

jax-pcmci

High-performance causal discovery using PCMCI algorithms with JAX acceleration

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

pytorch-mighty

The Mighty Monitor Trainer for your pytorch models.

sjaracne

Scalable Tool for Gene Network Reverse Engineering

expression-copilot

Quantifying predictability of gene expression from histology image

minfo

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

dse-dsmi

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

mica

Mutual Information-based Non-linear Clustering Analysis

migt

Model-agnostic dataset partitioning using Mutual Information

rsmine

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

colin-mico

MICO: Mutual Information and Conic Optimization for feature selection

miga

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