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Author

Jian-Peng An

2 papers indexed here

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Open access Sep 2026

MF-TopoNet: A Multi-Frequency Topological Neural Network for Epileptic Seizure Prediction

Electroencephalogram (EEG)-based seizure prediction has recently emerged as a critical technique for clinical diagnosis and intervention. However, conventional multi-channel EEG analysis methods often overlook the brain’s intrinsic spatial topology and typically employ fixed channel ordering, which constrain their abil...

Ying-Chun Mei, Jia-Lu Sun, Da-Wan Wang et al. · 0 citations
Open access Aug 2026

MTGNet: A task-oriented and spectrally guided framework for EEG denoising.

OBJECTIVE Electroencephalography (EEG) is widely used in brain-computer interfaces (BCIs), but its microvolt-level signals are easily contaminated by electromyography (EMG), electrooculography (EOG), and mixed physiological artifacts. This study develops an EEG denoising framework that suppresses artifacts while preser...

Jin-Cheng Hu, Zhongke Gao, Yushi Hao et al. · 0 citations

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