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

Neuraldialog Laed ⭐ 183

PyTorch implementation for Interpretable Dialog Generation ACL 2018, It is released by Tiancheng Zhao (Tony) from Dialog Research Center, LTI, CMU

Python3 binding to mRMR Feature Selection algorithm (currently not maintained)

Causalitytools.jl ⭐ 121

Algorithms for detecting associations, dynamical influences and causal inference from data.

(NeurIPS 2020) Transductive Information Maximization for Few-Shot Learning https://arxiv.org/abs/2008.11297

Pycopent ⭐ 101

Estimating Copula Entropy (Mutual Information), Transfer Entropy (Conditional Independence), and the statistics for multivariate normality test and two-sample test in Python

Mitoolbox ⭐ 98

Mutual Information functions for C and MATLAB

Cikm2020 S3rec ⭐ 97

Code for CIKM2020 "S3-Rec: Self-Supervised Learning for Sequential Recommendation with Mutual Information Maximization"

New Word Discovery ⭐ 66

新词发现基于词频、凝聚系数和左右邻接信息熵

Mitos.jl ⭐ 64

Mutual Information Tools for protein Sequence analysis in Julia

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

Nonanlibrary ⭐ 34

This is our standard library for nonlinear analysis. Many of these functions are the same we use in our services. We do have additional methods that are not public but could be made available in a future release. If you are interested in learning more, attending our workshops or webinars or using our data analysis services please contact [email protected].

Easy Nearest Neighbor Estimation of Mutual Information

Implementation of our ICCV 2017 paper: MIHash - Hashing with Mutual Information

Automatic_lidar_camera_calibration ⭐ 26

auto-calibration of lidar and camera based on maximization of intensity mutual information

Feature Selection using Metaheuristics Made Easy: Open Source MAFESE Library in Python

Unsupervised_extract_detect_words ⭐ 23

multiprocess unsupervised chinese_detect_words ngram_combination

A cross platform C library for information analysis of dynamical systems

Sjaracne ⭐ 19

Scalable Tool for Gene Network Reverse Engineering

A Python package for efficient optimisation of real-space renormalization group transformations using Tensorflow.

Infotopopy ⭐ 17

computes most of information functions (joint entropy, conditional, mutual information, total correlation information distance) and deep information networks

Modeling Inter-Class and Intra-Class Constraints in Novel Class Discovery (CVPR 2023)

Mutual information estimators and benchmark

Signal Processing Toolkit, including ML models with visualization

Honest But Curious Nets ⭐ 14

Honest-but-Curious Nets: Sensitive Attributes of Private Inputs Can Be Secretly Coded into the Classifiers' Outputs (ACM CCS'21)

Assessing Linear Dependence ⭐ 14

A package to compute and test the significance of linear dependence between multiple autocorrelated time series.

Infomaxvae ⭐ 13

InfoMax-VAE pytorch implementation

Pc3 Pytorch ⭐ 13

Predictive Coding for Locally-Linear Control (ICML-2020)

Deep Mihash ⭐ 13

Code for papers "Hashing with Mutual Information" (TPAMI 2019) and "Hashing with Binary Matrix Pursuit" (ECCV 2018)

Schrodinger_utils ⭐ 12

Various integrations to the Schrodinger ecosystem. With major interest on analysis tools for Molecular Dynamics simulations run with Desmond.

Estimation of mutual information (MI) distribution with Gaussian mixture models (GMMs)

Infotheory ⭐ 11

C++/Python Information theoretic analyses tools

Code for the paper 'Variable Selection with Copula Entropy' published on Chinese Journal of Applied Probability and Statistics

MICO: Mutual Information and Conic Optimization for feature selection

Transferentropy.jl ⭐ 9

Transfer entropy (conditional mutual information) estimators for the Julia language

Programs for Information Topology Data Analysis

Tpc Tensorflow ⭐ 8

Temporal Predictive Coding For Model-Based Planning In Latent Space (ICML-2021)

Embeddersdr ⭐ 8

Embedder with binary sparse distributed representation.

Formalitystyletransfer ⭐ 8

Code for "Semi-supervised Formality Style Transfer using Language Model Discriminator and Mutual Information Maximization"

Deepinfoflow ⭐ 7

DRMIME - Differentiable Mutual Information and Matrix Exponential for Multi-Resolution Image Registration

Text Classification ⭐ 7

In this project, we used 3 different metrics (Information Gain, Mutual Information, Chi Squared) to find important words and then we used them for the classification task. We compared the result at the end.

[IJCNN 2021] Node Embedding using Mutual Information and Self-Supervision based Bi-level Aggregation

Mutual_information_cuda ⭐ 6

calculate mutual information and mattes mutual information in CUDA

Discreet.jl ⭐ 6

A Julia package to estimate discrete entropy and mutual information

Capacity Functions ⭐ 6

C / MATLAB functions to evaluate mutual information for optical communications

Mutual information estimator with adaptive partitioning algorithm (C++/OpenMP accelerated).

Diffeomorphic Information Neural Estimation (DINE)

Polar Diagrams For Model Comparison ⭐ 5

"Interactive Polar Diagrams for Model Comparison" by Aleksandar Anžel, Dominik Heider, and Georges Hattab

Keras implementation (only for tensorflow backend) of MINE: Mutual Information Neural Estimation

Evaluating dependencies among random variables.

1-51 of 51 search results

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