Zhiwei (Tony) Qin,
Xiaocheng Tang,
Qingyang Li,
Hongtu Zhu,
Jieping Ye
e.a.
Reinforcement Learning in the Ridesharing Marketplace
Gebonden Engels 2024 9783031596391
Verwachte levertijd ongeveer 9 werkdagen
Samenvatting
This book provides a comprehensive overview of reinforcement learning for ridesharing applications. The authors first lay out the fundamentals of the ridesharing system architectures and review the basics of reinforcement learning, including the major applicable algorithms. The book describes the research problems associated with the various aspects of a ridesharing system and discusses the existing reinforcement learning approaches for solving them. The authors survey the existing research on each problem, and then examine specific case studies. The book also includes a review of two of methods closely related to reinforcement learning: approximate dynamic programming and model-predictive control.
Specificaties
ISBN13:9783031596391
Taal:Engels
Bindwijze:gebonden
Aantal pagina's:200
Uitgever:Springer International Publishing
Lezersrecensies
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Inhoudsopgave
<p>Introduction.- Ridesharing.- Reinforcement Learning Prime.- Pricing & Incentives.- Online Matching.- Vehicle Repositioning.- Routing.- Ride-pooling.- Related Methods.- Open Resources.- Challenges and Opportunities.- Closing Remarks.</p>
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