Author

Hai-Sheng Zhang

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Open access Sep 2026

Electroencephalography-based Alzheimer's disease detection using multi-scale information retention transform: a subject-level comparison of machine learning classifiers

Introduction This exploratory study evaluates Multi-Scale Information Retention Transform (MSIRT), a feature-fusion framework for electroencephalography (EEG)-based Alzheimer's disease (AD) classification. Methods Ratios between differential entropies were removed, and all EEG amplitudes were converted to volts before...

Peng Zhang, Wei Tong, Li-Jun Jiang et al. · Frontiers in Neurology · 0 citations

Open access Aug 2026

Interpretable machine-learning for depression classification based on a three-component EEG marker

These findings support the exploratory value of compact EEG markers for interpretable internal discrimination in data-limited eight-channel settings and motivate validation in independent external cohorts.

Haisheng Zhang, Jing Kan, Wei Tong et al. · Frontiers Comput. Neurosci. · 0 citations