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Toolbox for circular statistics with Python
SpiSOP is free software for most commonly used basic sleep EEG analyses in one easy tool, and facilitates the fast replication of results on large data quanta, as well as enables others to share an…
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Digital signal processing for neural time series.
Parameterizing neural power spectra into periodic & aperiodic components.
A multi-purpose GPU-accelerated open-source suite for brain data visualization
Notebooks for training the classifier of YASA sleep staging
Code for the paper "A Convolutional neural network for sleep stage scoring from raw single-channel EEG"
EEG Sleep stage classification using CNN with Keras
Meta-Learning for EEG, Sleep Staging, Transfer Learning, Pre-trained EEG, PSG datasets (IEEE Journal of Biomedical and Health Informatics)
SleepEEGNet: Automated Sleep Stage Scoring with Sequence to Sequence Deep Learning Approach
U-Time: A Fully Convolutional Network for Time Series Segmentation
This repo contains a list of papers for sleep stage classification using deep learning based techniques starting from 2017-afterwards. I classified them generally according to the proposed technique.
[TNSRE 2021] "An Attention-based Deep Learning Approach for Sleep Stage Classification with Single-Channel EEG"
The interactive version of "ssccoorriinngg" with user interface
Code for automatic scoring of EEG recordings
Automated sleep staging scoring and narcolepsy identification
Sleep Wave Analysis - an open source toolbox for matlab to score and analyse various waveforms in sleep EEG data
12 weeks, 26 lessons, 52 quizzes, classic Machine Learning for all