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Intelligent diagnosis of major depressive disorder with edge convolution and contrastive learning

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Figshare2026-03-12 更新2026-04-28 收录
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https://figshare.com/articles/dataset/MDD_DATASET/31679287
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we propose a novel deep learning framework, Graph Contrastive Learning based on Edge Convolution (EC-GCL), to analyze resting-state fMRI data from 1,160 participants, including 597 patients with MDD and 563 healthy controls. The network integrates a learnable graph augmentation in adversarial graph contrastive learning with edge convolution encoder to enhance feature extraction and classification accuracy.
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2026-03-12
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