2 papers
math.OC2025
BOCO: Bayesian Online Contextual Optimization for Decision-Focused Online Learning
Zhuojun Xie, Adam Abdin, Yiping Fang
\emph{Decision-focused learning} (DFL) trains predictive models to optimize downstream decisions rather than prediction accuracy alone. While recent studies have extended this para…
cs.AI2025
Data-Driven Maintenance Optimization: Aligning Prognostic Learning with Decision Objective
Zhuojun Xie, Adam Abdin, Yiping Fang
Estimation error in machine learning prognostic models can propagate into poor maintenance decisions. We study a data-driven predictive maintenance problem coupling health-conditio…