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.
☆258Updated 4 months ago
Alternatives and similar repositories for IDTxl:
Users that are interested in IDTxl are comparing it to the libraries listed below
- JIDT: Java Information Dynamics Toolkit for studying information-theoretic measures of computation in complex systems☆265Updated last week
- Comparative analysis of pairwise interactions in multivariate time series.☆216Updated 7 months ago
- An open source implementation to compute bi-variate Transfer Entropy.☆31Updated 4 years ago
- Python package of EDM tools☆125Updated last month
- Bayesian learning and inference for state space models☆601Updated 7 months ago
- Recurrent Switching Linear Dynamical Systems☆106Updated last year
- Open-Source MATLAB toolbox for transfer entropy estimation☆61Updated 7 years ago
- Embed strange attractors using a regularizer for autoencoders☆133Updated 3 years ago
- Convergent Cross Mapping in Scikit Learn's style☆98Updated 4 years ago
- Functions for calculating mutual information and other information theoretic quantities using a parametric Gaussian copula.☆87Updated 4 years ago
- HDDM is a python module that implements Hierarchical Bayesian parameter estimation of Drift Diffusion Models (via PyMC).☆275Updated 11 months ago
- Density estimation likelihood-free inference. No longer actively developed see https://github.com/mackelab/sbi instead☆73Updated 4 years ago
- Dimensionality reduction of spikes trains☆49Updated 3 years ago
- A Python module implementing some standard algorithms used in nonlinear time series analysis☆180Updated last year
- A drift-diffusion modeling (DDM) framework for Python☆91Updated 6 months ago
- A very simple and barebones tensor decomposition library for CP decomposition a.k.a. PARAFAC a.k.a. TCA☆166Updated last year
- An implementation of demixed Principal Component Analysis (a supervised linear dimensionality reduction technique)☆290Updated 2 years ago
- A Python Wrapper for the Inform Information Analysis Library☆50Updated 5 years ago
- AntroPy: entropy and complexity of (EEG) time-series in Python☆311Updated last month
- Highly Comparative Graph Analysis - Code for network phenotyping☆45Updated 9 months ago
- ☆16Updated 2 years ago
- Framework for Information Theoretical analysis of Electrophysiological data and Statistics☆87Updated 5 months ago
- A simple Multivariate Granger Causality (MVGC) python tool rewritten from part of Matlab MVGC toolbox☆23Updated 6 years ago
- Package for the data-driven representation of non-linear dynamics over manifolds based on a statistical distribution of local phase portr…☆58Updated last month
- Timeseries analysis for neuroscience data☆248Updated 4 months ago
- Python package for information theory.☆532Updated last year
- Scikit-learn compatible estimation of general graphical models☆247Updated last year
- Granger causality discovery for neural networks.