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Chun-Lan Yang

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Open access Sep 2026

Interpretable Multiscale Directed Temporal Graph Learning for MEG-Based Identification and Lateralization of Temporal Lobe Epilepsy

Within a unified framework, MSD-STGNN integrates directional connectivity, multiband information, and short-term dynamic features derived from MEG-based directed brain networks, providing a modeling approach with a certain degree of interpretability for the three-class classification of HCs, patients with lTLE, and pat...

Yi-Lin Jiang, He Wang, Jun Yan et al. · 0 citations
Open access Aug 2026

Explainable Deep Learning for MRI-Negative Temporal Lobe Epilepsy: Classification and Brain Region Analysis

A hierarchical, multiscale 3D residual network combined with layer-wise relevance propagation (LRP) provides viable, explainable methodological support for the computer-aided diagnosis and brain region analysis of MRI-negative epilepsy.

He Wang, Yi-Lin Jiang, Kai-Yue Wu et al. · 0 citations

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