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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.
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
Multi-level network clustering based on the Map Equation
Non-parametric Entropy Estimation Toolbox
CorEx or "Correlation Explanation" discovers a hierarchy of informative latent factors. This reference implementation has been superseded by other versions below.
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
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.
Official Implementation of Learning Diverse and Discriminative Representations via the Principle of Maximal Coding Rate Reduction (2020)
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
An open-source toolkit for entropic data analysis.
A flexible version of CorEx developed for bio-data challenges that handles missing data, continuous/discrete variables, multi-CPU, overlapping structure, and includes visualizations
Information Theory and Distance Quantification with R
Uncertainty and causal emergence in complex networks
Framework for Information Theoretical analysis of Electrophysiological data and Statistics
An open-source library for Python 3 providing tools for analysis and simulation of analog and digital communication systems.
Combine and clean word lists