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

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

Python package for information theory.

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 This reference implementation has been superseded by other versions below.

Multi-level network clustering based on the Map Equation

Non-parametric Entropy Estimation Toolbox

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

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

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

📚Сборник информации по Flutter

Information Theory and Distance Quantification with R

We propose a new Portfolio Management strategy combining Log-Optimal based Strategy and Reinforcement-Learning based Strategy.

Adaptive and automatic gradient boosting computations.

Uncertainty and causal emergence in complex networks

Implementation of Information Dropout

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

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

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

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 thing/product/service. The maximal goal is to achieve the processing power of a single neuron of a human brain on a single PC. Interactions with billions of other computers should achieve human-level intelligence (AGI).

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

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

Periodic time series analysis tools based on information theory

The HSIC Bottleneck: Deep Learning without Back-Propagation

Implementation of linear CorEx and temporal CorEx.

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

Code for our paper: "Constraining Implicit Space with Minimum Description Length: An Unsupervised Attention Mechanism across Neural Network Layers".

An information-theoretic pipeline for methylation analysis of WGBS data

📦 Lempel-Ziv Complexity, fast implementations with 🐍 Python (naive, Numba or Cython for speedup), Open-Source (MIT) 👍 →

Information Theory Toolkit