Sarah H.Q. Li

Postdoctoral Scholar | ETH Zürich | sarahli@control.ee.ethz [dot] ch | sarahli@gatech [dot] edu

Manhattan Ride-hail Markov Decision Process Congestion Game | Sarah H.Q. Li

Manhattan Ride-hail Markov Decision Process Congestion Game

September 27, 2022

My latest python package for modeling ride-hail driver competition is live on github at github.com/lisarah/manhattan_MDP_queue_game. This model cleans up ride-hail demand data from Taxi and Limousine Commission and builds a Markov decision process for the ride-hail drivers.

For more details on modeling assumptions, algorithms used, please see our paper.

If you use our work, please cite!

@article{li2019adaptive,
  title={Adaptive Constraint Satisfaction for Markov Decision Process Congestion Games: Application to Transportation Networks},
  author={Li, Sarah HQ and Yu, Yue and Miguel, Nicolas and Calderone, Dan and Ratliff, Lillian J and Acikmese, Behcet},
  journal={arXiv preprint arXiv:1907.08912},
  year={2019}
}