Author

Yuchen Mao

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Jul 2026

Predictive Production-and-Service Planning: Ambiguity Aversion with Performance Guarantees

We consider a two-stage joint production and service planning problem under demand ambiguity. The product-service provider receives a fixed amount of revenue from the recipient in advance (first-stage), and is committed to fulfill all the demands realized over a specific period (second-stage). The provider aims to dete...

Yuchen Mao, F. Saldanha-da-Gama, Shuming Wang et al. · Management Sciences · 0 citations

Preprint Aug 2026

Integrated Learning and Robust Optimization

This work proposes an integrated learning and robust optimization (ILRO) framework, where a robust decision problem is used both to define the training problem (termed the RSPO loss problem), and to produce the deployed decision, which achieves both robustness and learning-decision alignment.

Chengpeng Tan, Yu-Chen Mao, Shu-Ming Wang et al. · 0 citations