DynamicsAndNeuralSystems / pyspi_paper_codeLinks
All code to download datasets for the three classification case studies, compute SPIs, fit SVMs, and visualise results for pyspi publication
☆12Updated 2 years ago
Alternatives and similar repositories for pyspi_paper_code
Users that are interested in pyspi_paper_code are comparing it to the libraries listed below
Sorting:
- Highly Comparative Graph Analysis - Code for network phenotyping☆50Updated last year
- Functions for calculating mutual information and other information theoretic quantities using a parametric Gaussian copula.☆99Updated 5 years ago
- Measures of causal emergence from multivariate time series data.☆30Updated 3 years ago
- Estimate dynamic high-order correlations in multivariate timeseries data☆41Updated 5 months ago
- Comparative analysis of pairwise interactions in multivariate time series.☆249Updated 3 months ago
- ☆37Updated 5 months ago
- Self-Tuning Optimized Kalman Filtering (STOK) + DyNet simulation + connectivity metrics☆13Updated 4 years ago
- M/EEG brain age benchmark paper☆29Updated 2 years ago
- A package to compute and test the significance of linear dependence between multiple autocorrelated time series.☆17Updated 3 years ago
- Methodological considerations for analyzing and interpreting neural oscillations.☆31Updated 2 years ago
- Hidden Markov Modelling of M/EEG data.☆19Updated 4 years ago
- Open-Source MATLAB toolbox for transfer entropy estimation☆62Updated 8 years ago
- THOI: An efficient library for higher order interactions analysis based on Gaussian copulas enhanced by batch-processing☆21Updated 4 months ago
- Excitation-inhibition balance brain network fitting☆22Updated 2 years ago
- A nonlinear time series analysis toolbox☆12Updated 3 years ago
- Dynamic Causal Modelling for MNE and the nipy ecosystem☆22Updated 8 years ago
- Entropy rate estimators for neuroscience☆27Updated 4 years ago
- Matlab and Python scripts for calculating functional coupling between time series data☆19Updated 6 years ago
- Pythonic implementation of the Phase Transfer Entropy method using NumPy and SciPy☆26Updated last year
- MNE-Features software for extracting features from multivariate time series☆155Updated 3 weeks ago
- Causal Dynamic Network Modeling☆14Updated 6 years ago
- ☆22Updated last year
- Estimation of Transfer Entropy, Partial Transfer Entropy and variants of Partial Transfer Entropy☆15Updated 2 years ago
- ☆31Updated last year
- hctsa tutorial using the five-class Bonn EEG dataset☆32Updated 2 years ago
- Code to evaluate nonlinear Granger causality using the kernel trick to reduce complexity☆35Updated 2 years ago
- Code to reproduce the main results in: Siebenhühner et al., 2020, "Resting-state cross-frequency coupling networks in human electrophysio…☆11Updated 5 years ago
- Using the Taken's embedding theorem to estimate the causality between variables. Based on Sugihara et al (2012) - Detecting Causality in …☆13Updated 7 years ago
- ☆11Updated 8 years ago
- Multi-task regression in Python☆25Updated 4 years ago