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stat.ME2024
Dynamic Classification of Latent Disease Progression with Auxiliary Surrogate Labels
Zexi Cai, Donglin Zeng, Karen S. Marder +2
Disease progression prediction based on patients' evolving health information is challenging when true disease states are unknown due to diagnostic capabilities or high costs. For…
stat.ME2024
Fusing Individualized Treatment Rules Using Secondary Outcomes
Daiqi Gao, Yuanjia Wang, Donglin Zeng
An individualized treatment rule (ITR) is a decision rule that recommends treatments for patients based on their individual feature variables. In many practices, the ideal ITR for…
cs.LG2024
HMM for Discovering Decision-Making Dynamics Using Reinforcement Learning Experiments
Xingche Guo, Donglin Zeng, Yuanjia Wang
Major depressive disorder (MDD) presents challenges in diagnosis and treatment due to its complex and heterogeneous nature. Emerging evidence indicates that reward processing abnor…