PIE: A Personalized Information Embedded model for text-based depression detection

Yang Wu, Zhenyu Liu, Jiaqian Yuan, Bailin Chen, Hanshu Cai, Lin Liu, Yimiao Zhao, Huan Mei, Jiahui Deng, Yanping Bao, Bin Hu

Abstract: Highlights•Pioneered personalized modeling in text-based depression detection.•Personalized models narrow the gap between generic symptoms and patient experiences.•Defined key components of personalized information and proposed a novel framework.•The first longitudinal experimental dataset for text-based depression detection.