Discovery of Shared Latent Nonlinear Effective Connectivity for EEG-Based Depression Detection - Yuan, Wenjie; Zhang, Xiaowei; Zhang, Xuejuan; Wang, Shuangyan; Wang, Tianzhi; Zhang, Tong; Zhao, Qinglin; Hu, Bin (IEEE transaction on neural networks and learning systems, 2025)
Keywords: Algorithms; Brain modeling; Decoding; Depression; Depression - diagnosis; Depression - physiopathology; Depression detection; Electroencephalography; Electroencephalography - methods; Encoding; Feature extraction; Graph neural networks; graph neural networks (GNNs); Humans; Kernel; Mental disorders; Neural Networks, Computer; Nonlinear Dynamics; nonlinear effective connectivity (EC); shared dynamics; Signal Processing, Computer-Assisted; Time series analysis; variational autoencoders (VAEs)