Data

Tools

Indexes

Applications

Experiments

Open Source Science

mutinfo

Mutual information estimators and benchmarks

https://github.com/vanessb/mutinfo

Science Score: 44.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • ✓
    CITATION.cff file
    Found CITATION.cff file
  • ✓
    codemeta.json file
    Found codemeta.json file
  • ✓
    .zenodo.json file
    Found .zenodo.json file
  • ○
    DOI references
  • ○
    Academic publication links
  • ○
    Academic email domains
  • ○
    Institutional organization owner
  • ○
    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (4.3%) to scientific vocabulary

Keywords

benchmarks information-theory mutual-information
Last synced: 6 months ago · JSON representation ·

Repository

Mutual information estimators and benchmarks

Basic Info
  • Host: GitHub
  • Owner: VanessB
  • License: gpl-3.0
  • Language: Jupyter Notebook
  • Default Branch: master
  • Homepage:
  • Size: 4.11 MB
Statistics
  • Stars: 13
  • Watchers: 3
  • Forks: 1
  • Open Issues: 0
  • Releases: 0
Topics
benchmarks information-theory mutual-information
Created about 2 years ago · Last pushed 6 months ago
Metadata Files
Readme License Citation

README.md

📊 mutinfo

Mutual information estimators and benchmarks.

Description

This package provides you with mutual information estimation benchmarks and tests, as well as some parametric and non-parametric estimators.

Features

Base distributions

  • [x] Correlated Gaussian distribution.
  • [x] Correlated uniform distribution.
  • [x] Correlated Student distribution.
  • [x] Smoothed uniform distribution.
  • [x] Gamma-exponential distribution.

Estimators

  • [x] Kraskov-Stogbauer-Grassberger
  • [X] Weighted Kozachenko-Leonenko
  • [x] k-Sliced mutual information estimator

Getting started

Examples

Examples of the application can be found in source/examples

Documentation

In development.

Owner

  • Login: VanessB
  • Kind: user

Citation (CITATION.cff) 

cff-version: 1.2.0
title: MUTINFO
message: >-
  If you use this software, please cite it using the
  metadata from this file.
type: software
authors:
  - given-names: Ivan
    family-names: Butakov
  - given-names: Sofia
    family-names: Malanchuk
  - given-names: Anna
    family-names: Neopryatnaya
  - given-names: Alexander
    family-names: Tolmachev
  - given-names: Alexey
    family-names: Frolov
  - given-names: Alberto
    family-names: Foresti
  - given-names: Giulio
    family-names: Franzese
repository-code: 'https://github.com/VanessB/mutinfo'
abstract: >-
  Mutual information estimators and benchmarks.


  This package provides you with mutual information
  estimation benchmarks and tests, as well as some
  parametric and non-parametric estimators.
keywords:
  - information theory
  - mutual information
  - benchmarks
license: GPL-3.0

GitHub Events

Total
  • Watch event: 8
  • Delete event: 1
  • Push event: 19
  • Pull request event: 1
  • Create event: 2
Last Year
  • Watch event: 8
  • Delete event: 1
  • Push event: 19
  • Pull request event: 1
  • Create event: 2

Dependencies

pyproject.toml pypi
  • numpy >=1.26
  • scipy >=1.12