gioannides / SRNN-Brain-Modelling-Toolbox
Spatiotemporal Dynamics in Recurrent Spiking Neural Networks using Optimization-based Modelling for EEG signals
☆15Updated 2 years ago
Related projects: ⓘ
- A magnetoencephalography dataset for motor and cognitive imagery-based brain-computer interface☆14Updated 2 years ago
- This is a matlab implementation of our article, titled "DreamNet: A Deep Riemannian Manifold Network for SPD Matrix Learning", which has …☆12Updated last year
- IEEE Transactions on Biomedical Circuits and Systems: Memristive Seizure Detection and Prediction by Parallel Convolutional Neural Networ…☆14Updated last year
- Multi-task learning framework (see Jayaram et al. 2016) written in MATLAB. Python version is in pyMTL☆14Updated 7 years ago
- hctsa tutorial using the five-class Bonn EEG dataset☆25Updated last year
- This is an EEG Signals Classification based on Bayesian Convolutional Neural Network (Bayesian CNNs) via Variational Inference.☆28Updated 4 years ago
- A Spiking Neural Network encoder for time series data☆21Updated 3 years ago
- Multivariate Dictionary Learning Algorithm☆23Updated 8 months ago
- MATLAB script for efficiently computing values of permutation entropy from 1D time series in sliding windows☆23Updated 5 years ago
- ☆17Updated 2 years ago
- EEG Signal Processing - Entropy☆16Updated 4 years ago
- This example shows how to build and train a convolutional neural network (CNN) from scratch to perform a classification task with an EEG …☆47Updated last year
- Adaptive riemannian geometry toolbox☆10Updated 5 years ago
- Multiclass support matrix machine for single trial EEG classification☆10Updated 6 years ago
- PyTorch and Loihi implementation of the Spiking Neural Network for decoding EEG on Neuromorphic Hardware☆35Updated 2 years ago
- Classification of iEEG segments using CNN-GRU neural network☆17Updated last year
- Codes of the paper of "Surrogate-Assisted Evolutionary Search of Spiking Neural Architectures in Liquid State Machines"☆10Updated last year
- Pythonic implementation of the Phase Transfer Entropy method using NumPy and SciPy☆21Updated 4 months ago
- Data encoders☆31Updated 3 years ago
- Matlab codes for support vector regression (SVR) and revelance vector regression (RVR) analysis with cross validation to evaluate the pre…☆21Updated 4 years ago
- Multichannel Sleep Spindle Detector for sleep EEG☆11Updated 4 years ago
- Python code for the Riemannian Procrustes Analysis (RPA) method☆47Updated 7 months ago
- The code to simulate spiking neural networks as used in the paper "Spiking Time-Dependent Plasticity Leads to Efficient Coding of Predict…☆10Updated 4 years ago
- A framework for simulating mean-field neural mass models of spiking neurons, comparing them to large network simulations, and predicting …☆16Updated 4 years ago
- Toolbox of adaptive Fourier decomposition (AFD) for Python. The MAFD has been published in IEEE TSP (DOI: 10.1109/TSP.2022.3143723)☆38Updated 3 weeks ago
- Essential Motor Cortex Signal Processing MATLAB Toolbox which implements various methods for three major aspects of investigating human m…☆16Updated 5 years ago
- Mike X Cohen lecturelets on Analyzing Neural Time Series Data: Theory and Practice http://mikexcohen.com/lectures.html☆12Updated 3 years ago
- ☆14Updated 3 years ago
- Multivariate Multiscale Dispersion Entropy of Biomedical Times Series☆15Updated last year
- This is the page for the book Digital Signal Processing with Kernel Methods.☆44Updated 7 years ago