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The Top 141 Information Theory Open Source Projects on Github
Categories
>
Mathematics
>
Information Theory
Math Php
⭐
1,939
Powerful modern math library for PHP: Features descriptive statistics and regressions; Continuous and discrete probability distributions; Linear algebra with matrices and vectors, Numerical analysis; special mathematical functions; Algebra
Corex_topic
⭐
441
Hierarchical unsupervised and semi-supervised topic models for sparse count data with CorEx
Dit
⭐
327
Python package for information theory.
Infomap
⭐
290
Multi-level network clustering based on the Map Equation
Corex
⭐
237
CorEx or "Correlation Explanation" discovers a hierarchy of informative latent factors. This reference implementation has been superseded by other versions below.
Shifterator
⭐
195
Interpretable data visualizations for understanding how texts differ at the word level
Npeet
⭐
167
Non-parametric Entropy Estimation Toolbox
Jidt
⭐
150
JIDT: Java Information Dynamics Toolkit for studying information-theoretic measures of computation in complex systems
Flutter_info
⭐
142
📚Сборник русскоязычной информации по Flutter
Idtxl
⭐
128
Bio_corex
⭐
110
A flexible version of CorEx developed for bio-data challenges that handles missing data, continuous/discrete variables, multi-CPU, overlapping structure, and includes visualizations
Philentropy
⭐
81
Information Theory and Distance Quantification with R
Mcr2
⭐
52
Official Implementation of Learning Diverse and Discriminative Representations via the Principle of Maximal Coding Rate Reduction (2020)
Agtboost
⭐
50
Adaptive and automatic gradient boosting computations.
Robust Log Optimal Strategy With Reinforcement Learning
⭐
48
We propose a new Portfolio Management strategy combining Log-Optimal based Strategy and Reinforcement-Learning based Strategy.
Einet
⭐
45
Uncertainty and causal emergence in complex networks
Infotheo
⭐
45
A Coq formalization of information theory and linear error-correcting codes
Komm
⭐
34
An open-source library for Python 3 providing tools for analysis and simulation of analog and digital communication systems.
Information Dropout
⭐
34
Implementation of Information Dropout
Probqa
⭐
34
Probabilistic question-asking system: the program asks, the users answer. The minimal goal of the program is to identify what the user needs (a target), even if the user is not aware of the existence of such a thing/product/service.
Hsic Bottleneck
⭐
32
The HSIC Bottleneck: Deep Learning without Back-Propagation
Linearcorex
⭐
31
Fast, linear version of CorEx for covariance estimation, dimensionality reduction, and subspace clustering with very under-sampled, high-dimensional data
Limit Label Memorization
⭐
31
Improving generalization by controlling label-noise information in neural network weights.
Alchemy
⭐
25
Generate any a-by-( b + c ) finite rectangle SVG containing potentially Infinitely many a-by-( 2 * b ) finite rectangles animated along a number line of ( ( c - b ) / a )^n scale symmetry.
P4j
⭐
24
Periodic time series analysis tools based on information theory
Pisac
⭐
21
Tensorflow source code for the PI-SAC agent from "Predictive Information Accelerates Learning in RL" (NeurIPS 2020)
Lempel Ziv_complexity
⭐
20
📦 Lempel-Ziv Complexity, fast implementations with 🐍 Python (naive, Numba or Cython for speedup), Open-Source (MIT) 👍 →
Lethe
⭐
18
Python Pentesting Framework
Unsupervisedattentionmechanism
⭐
18
Code for our paper: "Constraining Implicit Space with Minimum Description Length: An Unsupervised Attention Mechanism across Neural Network Layers".
Ittk
⭐
17
Information Theory Toolkit
Frites
⭐
17
Framework for Information Theoretical analysis of Electrophysiological data and Statistics
Raisin
⭐
16
A simple lightweight set of implementations and bindings for compression algorithms written in Go.
Informme
⭐
15
An information-theoretic pipeline for methylation analysis of WGBS data
T Corex
⭐
15
Implementation of linear CorEx and temporal CorEx.
Information Theory Deep Learning
⭐
15
Resources and Implementations (PyTorch) for Information Theoretical concepts in Deep Learning
Biguq.jl
⭐
13
Bayesian Information Gap Decision Theory
Elefridge.jl
⭐
13
Compressing atmospheric data into its real information
Inform
⭐
12
A cross platform C library for information analysis of dynamical systems
Bayes_infotheory
⭐
12
Lectures on Bayesian statistics and information theory
Infotheory
⭐
11
C++/Python Information theoretic analyses tools
Kxy Python
⭐
10
A Powerful Serverless Analysis Toolkit That Takes Trial And Error Out of Machine Learning Projects
Infotopo
⭐
9
Programs for Information Topology Data Analysis
Ennemi
⭐
9
Easy Nearest Neighbor Estimation of Mutual Information
Mdl Complexity
⭐
9
MDL Complexity computations and experiments from the paper "Revisiting complexity and the bias-variance tradeoff".
Spkit
⭐
8
Signal Processing Toolkit, including ML models with visualization
Praznik
⭐
7
Migrated to GitLab
Monte Carlo Hypothesis
⭐
6
A scientific investigation into the origins of randomness in the natural world.
Raceland
⭐
6
Pattern-Based, Zoneless Method for Analysis and Visualization of Racial Topography
Uach Info185
⭐
6
INFO239 (ex INFO185): Comunicaciones. Un curso de Ingeniería Civil Informática, Universidad Austral de Chile
Infectious_disease_predictability
⭐
6
Code and data for On the Predictability of Infectious Disease Outbreaks by SV Scarpino & G Petri
Ntrexample_frevnca
⭐
6
Example code producing novelty, transience, and resonance for a sample of legislative speech during the French Revolution.
Huffman_compression
⭐
5
The implementation of the Huffman algorithm as a command line utility.
Rewefde
⭐
5
Reimplementation of the WeFDE information leakage analysis technique in Python3.
Transferentropy
⭐
5
Python Implementation of Transfer Entropy Method
Infonest
⭐
5
Calculating information theory quantities since 2017
Informationretrieval
⭐
5
⇨ Designed and implemented a search engine architecture from scratch for CACM and a sample Wikipedia corpus. ⇨ Crawled the corpus, parsed and indexed the raw documents using simple word count program using Map Reduce, performed ranking using the standard Page Rank algorithm and retrieved the relevant pages using variations of four distinct IR approaches, BM25, TF-IDF, cosine similarity and Lucene based IR model. ⇨ Conducted a comparative study to evaluate the performance of the different search engines. ⇨ Technologies used: Lucene, NetBeans, JSoup, Weka, MapReduce
Bmlip
⭐
5
Course 5SSD0 - Bayesian Machine Learning and Information Processing
Kullback Liebler
⭐
5
Kullback-Liebler divergence in Futhark
Depynd
⭐
5
Evaluating dependencies among random variables.
Rbig
⭐
5
Rotation-Based Iterative Gaussianization algorithm.
Biome_specific_predictability
⭐
5
Calculating temperature and precipitation predictability at the global scale
Infobert
⭐
4
[ICLR 2021] "InfoBERT: Improving Robustness of Language Models from An Information Theoretic Perspective" by Boxin Wang, Shuohang Wang, Yu Cheng, Zhe Gan, Ruoxi Jia, Bo Li, Jingjing Liu
Libiada Core
⭐
4
The classes library for analysis of large data arrays, based on new approach in the field of informatics - formal order analysis (FOA).
Hdestimator
⭐
4
Hamming Codes Generator
⭐
4
This repository contains the source code of the Hamming code generator that uses a generating matrix of Hamming 7 (Matrix H7)
Honest But Curious Nets
⭐
4
Honest-but-Curious Nets: Sensitive Attributes of Private Inputs Can Be Secretly Coded into the Classifiers' Outputs (ACM CCS'21)
E School
⭐
3
E-school is my pride project, my contribution to solving the Covid-19 pandemic many problems, it's a desktop teaching tool that replaces connection hungry applications with its unique network architecture.
Scalami
⭐
3
Mutual Information functions in Scala
Pygsl Div
⭐
3
Python implementation of GSL-div as described in "An information theoretic criterion for empirical validation of simulation models" by Francesco Lamperti. http://dx.doi.org/10.1016/j.ecosta.2017.01.006
Polarcodes
⭐
3
Polar codes in C++
Enanofastq
⭐
3
A FASTQ lossless compression algorithm especially designed for nanopore sequencing FASTQ files.
Infotheory
⭐
3
Notes from an introductory course on information theory
Reformat.js
⭐
3
javascript bioinformatics format converter
Etcpy
⭐
3
Compute Effort To Compress (ETC) using the NSRPS algorithm in Python
Pooling Operations And Information Theory
⭐
3
This repository contains the experiments that are described in the paper "A Theoretical Analysis of Pooling Operation Using Information Theory"
Cpelasm.jl
⭐
3
Julia module to perform haplotype allele-specific DNA methylation analysis.
Rbig_jax
⭐
3
Iterative and Parametric Gaussianization with JAX.
Bellscenario.jl
⭐
3
Compute Bell inequalities and their quantum violations.
Entropyhub.jl
⭐
3
An open-source toolkit for entropic time series analysis
Fuzzybach
⭐
3
Our solution for ICIAR 2018 Grand Challenge BACH dataset
React Seqlogo
⭐
2
React sequence logo component
Infopaths
⭐
2
Computational chemistry research examining questions of protein-DNA dynamics and allostery using information-theoretic measures to analyze molecular dynamics simulations and Gaussian network models.
Infotopopy
⭐
2
computes most of information functions (joint entropy, conditional, mutual information, total correlation information distance) and deep information networks
Cotete.jl
⭐
2
Continuous-Time Event-based Transfer Entropy
Lempelziv.jl
⭐
2
📦 Lempel-Ziv Complexity, fast implementation in Julia, Open-Source (MIT) 👍 →
Emmamuhleman.github.io
⭐
2
Basic github website, see https://EmmaMuhleman1.github.io. Will add some repositories from my working github account when I have time.
Signalingdimension.jl
⭐
2
Certify the classical simulation cost of black-box systems.
Pheonixrt
⭐
2
Information-theoretic inverse planning for radiation treatment
Flocking_models
⭐
2
2D Simulations and Analysis of Flocking Models using Information Theoretic Techniques
Jpeg
⭐
2
Compression of images with JPEG algorithm using python and Huffman codes.
Information Theory Message Entropy Probability
⭐
2
Analog and digital Communication - Information Theory - Message Probability & Entropy
Functional_connectivity_measures
⭐
2
Python 3 implementations of various Functional Connectivity measures
Jcludata
⭐
2
Clustering algorithms for uncertain data
Safestring
⭐
2
Safe string implementation in C
Quoniam
⭐
2
A framework for viewpoint selection of 3D models
Mutual Information Ica
⭐
2
Independent component analysis and related techniques based on mutual information
Speedprior
⭐
2
Bayesian Model Constrained by Efficient Coding, Model Fit to Human Psychophysics Data
Information Theory Experiment
⭐
2
BUAA CST Spring 2019 Information Theory Experiment
Guess_pattern
⭐
2
A new brain puzzle game based on information theory.
Hypermusic
⭐
2
Masters project. Our objective is to characterize a mapping of the neural substrates of social interaction using advanced signal processing and graph/information theory
1-100 of 141 projects
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📦 74
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📦 197
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📦 266
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📦 132
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📦 60
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📦 103
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📦 148
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Lists Of Projects
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📦 97
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Operating Systems
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Programming Languages
📦 229
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📦 96
Science
📦 42
Security
📦 375
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📦 26
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📦 68
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📦 57
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📦 127
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📦 45
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📦 131
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📦 310
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