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Huiwen Jia

2 accepted papers

2022

Online Learning and Pricing for Network Revenue Management with Reusable Resources

NeurIPS 2022accept

We consider a price-based network revenue management problem with multiple products and multiple reusable resources. Each randomly arriving customer requests a product (service) that needs to occupy a sequence of reusable resources (servers). We adopt an incomplete information setting where the firm…

Cited by 8SourcePDFScholar
2022

Online Learning and Pricing with Reusable Resources: Linear Bandits with Sub-Exponential Rewards

ICML 2022spotlight

We consider a price-based revenue management problem with reusable resources over a finite time horizon $T$. The problem finds important applications in car/bicycle rental, ridesharing, cloud computing, and hospitality management. Customers arrive following a price-dependent Poisson process and each…

Cited by 9SourcePDFScholar