Skip to content

This repository is a set of tools that I use in my thesis, the main focus is processing EEG data, but some functions is expandable to other time series and signal processing fields.

Notifications You must be signed in to change notification settings

hamidm317/EEG_ProcessingTools

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

98 Commits
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 

Repository files navigation

EEG Processing Tools

There are a broad range of methods to analyse the EEG signals, considering as univariate signal, a multivariate set of variables, and a network. As a part of my master thesis, these analyses is necessary to extract features and answer fundemental questions about the HUMAN Brain.

This Repository is active and alongside three other Repositories (RL-and-MDD as a team work, Brain Electrophysiological Signal's Simulation, and Probabilistic Selection Task Behvaioral Toolbax are Computational Tools of my thesis.

The Covered (or Under Construction 😁) tools are listed below, I would appreciate if you could suggest me anything or criticize or use or check or ... my codes!

Univariate Studies

A set of Simple tools is provided to extract phase and power of signals if specific Spectral Bands!

Multivariate Studies

Calculation of Connectivity

  • PLI (Phase Lag Index)
    • Also, dPLI and wPLI
  • Transfer Entropy
  • Granger Causality
  • PAC (Phase Amplitude Coupling) (UC)
  • PLV (Phase Lock Value)

Network Studies

Network Studies are implemented in an indpendent Repository

About

This repository is a set of tools that I use in my thesis, the main focus is processing EEG data, but some functions is expandable to other time series and signal processing fields.

Topics

Resources

Stars

Watchers

Forks

Languages