information-theory

There are 380 repositories under information-theory topic.

  • BoltzmannEntropy/interviews.ai

    It is my belief that you, the postgraduate students and job-seekers for whom the book is primarily meant will benefit from reading it; however, it is my hope that even the most experienced researchers will find it fascinating as well.

    4.5k529295

  • markrogoyski/math-php

    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

    Language:PHP2.3k81186235

  • gregversteeg/corex_topic

    Hierarchical unsupervised and semi-supervised topic models for sparse count data with CorEx

    Language:Python6272941119

  • dit/dit

    Python package for information theory.

    Language:Python4942410286

  • mapequation/infomap

    Multi-level network clustering based on the Map Equation

    Language:C++4181817588

  • gregversteeg/NPEET

    Non-parametric Entropy Estimation Toolbox

    Language:Python346182189

  • gregversteeg/CorEx

    CorEx or "Correlation Explanation" discovers a hierarchy of informative latent factors. This reference implementation has been superseded by other versions below.

    Language:Python30334953

  • ryanjgallagher/shifterator

    Interpretable data visualizations for understanding how texts differ at the word level

    Language:Python27393029

  • newbalancem5/flutter_info

    📚Сборник русскоязычной информации по Flutter

    25333627

  • jlizier/jidt

    JIDT: Java Information Dynamics Toolkit for studying information-theoretic measures of computation in complex systems

    Language:Java251228470

  • pwollstadt/IDTxl

    The Information Dynamics Toolkit xl (IDTxl) is a comprehensive software package for efficient inference of networks and their node dynamics from multivariate time series data using information theory.

    Language:Python235207973

  • ryanchankh/mcr2

    Official Implementation of Learning Diverse and Discriminative Representations via the Principle of Maximal Coding Rate Reduction (2020)

    Language:Python1906940

  • majianthu/pycopent

    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

    Language:Python1393029

  • gregversteeg/bio_corex

    A flexible version of CorEx developed for bio-data challenges that handles missing data, continuous/discrete variables, multi-CPU, overlapping structure, and includes visualizations

    Language:Python137132230

  • drostlab/philentropy

    Information Theory and Distance Quantification with R

    Language:R12793120
  • EntropyHub

    MattWillFlood/EntropyHub

    An open-source toolkit for entropic data analysis.

    Language:TeX12661020

  • jkbren/einet

    Uncertainty and causal emergence in complex networks

    Language:Jupyter Notebook964120

  • AI-secure/InfoBERT

    [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

    Language:Python82357

  • rwnobrega/komm

    An open-source library for Python 3 providing tools for analysis and simulation of analog and digital communication systems.

    Language:Python797613

  • choasma/HSIC-bottleneck

    The HSIC Bottleneck: Deep Learning without Back-Propagation

    Language:Python772816
  • frites

    brainets/frites

    Framework for Information Theoretical analysis of Electrophysiological data and Statistics

    Language:Python76111219

  • Blunde1/agtboost

    Adaptive and automatic gradient boosting computations.

    Language:R6643011

  • sts10/tidy

    Combine and clean word lists

    Language:Rust654394

  • srogatch/ProbQA

    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.

    Language:C++64816

  • affeldt-aist/infotheo

    A Coq formalization of information theory and linear error-correcting codes

    Language:Coq6163515

  • kxytechnologies/kxy-python

    A toolkit to boost the productivity of machine learning engineers.

    Language:Python503612

  • phuijse/P4J

    Periodic time series analysis tools based on information theory

    Language:Python502712

  • gregversteeg/LinearCorex

    Fast, linear version of CorEx for covariance estimation, dimensionality reduction, and subspace clustering with very under-sampled, high-dimensional data

    Language:Python4325213

  • adityashrm21/information-theory-deep-learning

    Resources and Implementations (PyTorch) for Information Theoretical concepts in Deep Learning

    Language:Jupyter Notebook41509

  • google-research/pisac

    Tensorflow 2 source code for the PI-SAC agent from "Predictive Information Accelerates Learning in RL" (NeurIPS 2020)

    Language:Python408410

  • hrayrhar/limit-label-memorization

    Improving generalization by controlling label-noise information in neural network weights.

    Language:Jupyter Notebook39529

  • ucla-vision/information-dropout

    Implementation of Information Dropout

    Language:Python39429

  • majianthu/copent

    R package for estimating copula entropy (mutual information), transfer entropy (conditional mutual information), and the statistic for multivariate normality test and two-sample test

    Language:R38209

  • bertdv/BMLIP

    Course 5SSD0 - Bayesian Machine Learning and Information Processing

    Language:Jupyter Notebook3576017
  • infotheory

    madvn/infotheory

    C++/Python Information theoretic analyses tools

    Language:C++35569

  • polsys/ennemi

    Easy Nearest Neighbor Estimation of Mutual Information

    Language:Python3516712