报告题目:Balancing utility and cost in dynamic treatment regimes
报告时间:2025-01-08 10:30-11:30
报 告 人:张宇谦 副教授(中国人民大学 )
报告地点:雷军科技楼六楼报告厅
Abstract:Dynamic treatment regimes (DTRs)
refer to personalized, adaptive treatment strategies designed to guide the
sequential allocation of treatments for individuals over time. At each stage,
individual characteristics are collected to facilitate more precise adjustments
to treatment plans. However, in practice, assigning treatment as well as
collecting features that accurately reflect an individual’s state often incurs
higher costs. In this work, we propose a new strategy for estimating DTRs that
accounts for the costs associated with feature collection over time. The
performance of the proposed method is demonstrated through extensive numerical
studies.