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Name: Emadeldeen Eldele
Type: User
Company: A*STAR
Location: Singapore
Name: Emadeldeen Eldele
Type: User
Company: A*STAR
Location: Singapore
[IEEE TETCI] "ADAST: Attentive Cross-domain EEG-based Sleep Staging Framework with Iterative Self-Training"
[TKDD 2023] AdaTime: A Benchmarking Suite for Domain Adaptation on Time Series Data
[TNSRE 2021] "An Attention-based Deep Learning Approach for Sleep Stage Classification with Single-Channel EEG"
A curated list of awesome self-supervised methods
[TPAMI 2023] Self-supervised Contrastive Representation Learning for Semi-supervised Time-Series Classification
[TAI 2023] Contrastive Domain Adaptation for Time-Series via Temporal Mixup
[Biomedical Signal Processing and Control] ECGTransForm: Empowering adaptive ECG arrhythmia classification framework with bidirectional transformer
[TNSRE 2023] Self-supervised Learning for Label-Efficient Sleep Stage Classification: A Comprehensive Evaluation
Pretrained Keras model for face anti-spoofing or face liveness detection problem based on rPPG features
[KDD 2023] Source-Free Domain Adaptation with Temporal Imputation for Time Series Data
Self- and Semi-supervised learning baselines. Used in CA-TCC paper.
[IEEE TNNLS] Self-supervised Autoregressive Domain Adaptation for Time Series Data
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.
[IJCAI-21] "Time-Series Representation Learning via Temporal and Contextual Contrasting"
[ICML 2024] A novel, efficient approach combining convolutional operations with adaptive spectral analysis as a foundation model for different time series tasks
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