Uncertainty quantification and multi-stage variable selection for personalized treatment regimes
个性化治疗方案的贝叶斯不确定性量化与多阶段变量选择
A dynamic treatment regime is a sequence of medical decisions that adapts to the evolving clinical status of a patient over time. To facilitate personalized care, it is crucial to assess the probability of each available treatment option being optimal for a specific patient, while also identifying the key prognostic factors that determine the optimal sequence of treatments. This task has become increasingly challenging due to the growing number of individual prognostic…