Reinforcement Learning in the Wild: Scalable RL Dispatching Algorithm Deployed in Ridehailing Marketplace.
Soheil Sadeghi EshkevariXiaocheng TangZhiwei QinJinhan MeiCheng ZhangQianying MengJia XuPublished in: KDD (2022)
Keyphrases
- reinforcement learning
- learning algorithm
- single pass
- dynamic programming
- model free
- preprocessing
- optimization algorithm
- cost function
- computational complexity
- optimal solution
- search space
- probabilistic model
- particle swarm optimization
- detection algorithm
- memory efficient
- learning process
- k means
- neural network
- simulated annealing
- temporal difference learning
- actor critic