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2026
A Multi-Granularity Feature Mixing Framework for single-channel EEG sleep staging with Hybrid Data Enrichment
Biomedical Signal Processing and Control
2025
KAN-SleepNet: A deep learning model combining Kolmogorov–Arnold Networks and bidirectional LSTM for automated sleep staging using EEG signals
DIGITAL HEALTH
2025
A systematic review on sleep stage classification and sleep disorder detection using artificial intelligence
Heliyon
2025
Bibliometric Analysis of Research Hotspots and Trends in Non-Contact Sleep Monitoring
Journal of Computational Methods in Engineering Applications
2025
MASleepNet: A Sleep Staging Model Integrating Multi-Scale Convolution and Attention Mechanisms
Biomimetics
2025
Multi-modal signal integration for enhanced sleep stage classification: Leveraging EOG and 2-channel EEG data with advanced feature extraction
Artificial Intelligence in Medicine
2025
Early Detection of Inter-Turn Short Circuits in Induction Motors Using the Derivative of Stator Current and a Lightweight 1D-ResNet
Computation
2025
Communications in Computer and Information Science
2025
Automated sleep staging using sequential XGBoost and multi-scale temporal fusion
Discover Artificial Intelligence
2025
SSC-SleepNet: A Siamese-Based Automatic Sleep Staging Model With Improved N1 Sleep Detection
IEEE Journal of Biomedical and Health Informatics
2025
2025 Asia Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC)
2025
AN IOT-ENABLED MULTIMODAL FRAMEWORK FOR REAL-TIME SLEEP QUALITY ASSESSMENT AND HEALTH MONITORING
Journal of Mechanics in Medicine and Biology
2025
MLAR-SleepNet: a automatic sleep staging model based on residual and multi-level attention network
Medical & Biological Engineering & Computing
2024
Research and application of deep learning-based sleep staging: Data, modeling, validation, and clinical practice
Sleep Medicine Reviews
2024
MEDi-SOL: Multi Ensemble Distribution Model for Estimating Sleep Onset Latency
IEEE Journal of Biomedical and Health Informatics
2024
A review of automated sleep stage based on EEG signals
Biocybernetics and Biomedical Engineering
2024
2024 6th International Conference on Frontier Technologies of Information and Computer (ICFTIC)