Exploring the relationship between response time sequence in scale answering process and severity of insomnia: a machine learning approach

no code implementations • 13 Oct 2023 • Zhao Su, Rongxun Liu, Keyin Zhou, Xinru Wei, Ning Wang, Zexin Lin, Yuanchen Xie, Jie Wang, Fei Wang, Shenzhong Zhang, Xizhe Zhang

The relationship between symptom severity and response time was explored, and a machine learning model was developed to predict the presence of insomnia.

Adaptive control of dynamic networks

no code implementations • 20 Feb 2023 • Chunyu Pan, Zhao Su, Haoyu Zheng, Changsheng Zhang, Weixiong Zhang, Xizhe Zhang

However, the efficacy of the incumbent MDS may diminish as the network topologies evolve.

NetMoST: A network-based machine learning approach for subtyping schizophrenia using polygenic SNP allele biomarkers

no code implementations • 31 Jan 2023 • Xinru Wei, Shuai Dong, Zhao Su, Lili Tang, Pengfei Zhao, Chunyu Pan, Fei Wang, Yanqing Tang, Weixiong Zhang, Xizhe Zhang

Subtyping neuropsychiatric disorders like schizophrenia is essential for improving the diagnosis and treatment of complex diseases.