Dynamic relocation in ridesharing via fixpoint construction.

Ian A. Kash,Zhongkai Wen, Lenore D. Zuck

International Conference on Uncertainty in Artificial Intelligence(2022)

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摘要
To address spatial imbalances in the supply and demand of drivers, ridesharing platforms can make use of policies to direct driver relocation. We study a simple model of this problem, which allows us to give a constructive characterization of the unique fixpoint of system dynamics. Using this construction, we design a dynamic policy that provides stronger, than previous work, guarantees about its rate of convergence to the fixpoint. Simulations demonstrate the benefits of our approach.
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