Ride-Hailing Order Dispatching at DiDi via Reinforcement Learning

Order dispatching is instrumental to the marketplace engine of a large-scale ride-hailing platform, such as the DiDi platform, which continuously matches passenger trip requests to drivers at a scale of tens of millions per day. Because of the dynamic and stochastic nature of supply and demand in th...

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Bibliographic Details
Published in:	INFORMS journal on applied analytics 2020-09, Vol.50 (5), p.272-286
Main Authors:	Qin, Zhiwei (Tony), Tang, Xiaocheng, Jiao, Yan, Zhang, Fan, Xu, Zhe, Zhu, Hongtu, Ye, Jieping
Format:	Article
Language:	English
Subjects:	Car sharing Combinatorial analysis data-driven decision making Decision making Learning Markets Markov analysis Optimization order dispatching Reaction time Reinforcement reinforcement learning Reliability Response time Ride sharing services ride-hailing marketplace Stochastic models Supply & demand
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