A New Post-Processing Method Using Latent Structure Influence Models for Channel Fusion in Automatic Sleep Staging
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Journal of Biomedical and Health Informatics"
DOI: 10.1109/jbhi.2022.3227407
Abstract: Sleep stage dynamics can be adequately represented using Markov chain models to improve classification accuracy. The present study proposes a new post-processing method based on channel fusion using Latent Structure Influence Models (LSIMs). The proposed… read more here.
Keywords: sleep staging; fusion; lsim fusion; channel fusion ... See more keywords
Depression Recognition From EEG Signals Using an Adaptive Channel Fusion Method Via Improved Focal Loss.
Sign Up to like & getrecommendations! Published in 2023 at "IEEE journal of biomedical and health informatics"
DOI: 10.1109/jbhi.2023.3265805
Abstract: Depression is a serious and common psychiatric disease characterized by emotional and cognitive dysfunction. In addition, the rates of clinical diagnosis and treatment for depression are low. Therefore, the accurate recognition of depression is important… read more here.
Keywords: recognition; depression; channel fusion; method ... See more keywords
Multi-Channel Fusion Deep Wavelet Spectrum Network for Epileptic Signal Classification.
Sign Up to like & getrecommendations! Published in 2025 at "IEEE journal of biomedical and health informatics"
DOI: 10.1109/jbhi.2025.3610433
Abstract: Recent developments in the detection of epilepsy and classification of seizures using electroencephalogram (EEG) signals have shown notable progress, yet they still face some challenges. For example, tensor decomposition techniques struggle with high computational demands,… read more here.
Keywords: classification; channel fusion; fusion deep; wavelet ... See more keywords