2 papers
math.OC2025
PAC-Bayes Meets Online Contextual Optimization
Zhuojun Xie, Adam Abdin, Yiping Fang
The predict-then-optimize paradigm bridges online learning and contextual optimization in dynamic environments. Previous works have investigated the sequential updating of predicto…
cs.AI2025
Toward Decision-Oriented Prognostics: An Integrated Estimate-Optimize Framework for Predictive Maintenance
Zhuojun Xie, Adam Abdin, Yiping Fang
Recent research increasingly integrates machine learning (ML) into predictive maintenance (PdM) to reduce operational and maintenance costs in data-rich operational settings. Howev…