MS²-GNN: Exploring GNN-Based Multimodal Fusion Network for Depression Detection

• Published in: IEEE transactions on cybernetics Vol. 53; no. 12; pp. 7749 - 7759
• Main Authors: Chen, Tao, Hong, Richang, Guo, Yanrong, Hao, Shijie, Hu, Bin
• Format: Journal Article
• Language: English
• Published: Piscataway The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 01.12.2023
• Subjects: Algorithms; Graph neural networks; Heterogeneity; Homogeneity; Mental depression

Major depressive disorder (MDD) is one of the most common and severe mental illnesses, posing a huge burden on society and families. Recently, some multimodal methods have been proposed to learn a multimodal embedding for MDD detection and achieved promising performance. However, these methods ignor...