Learning Algorithms for Minimizing Queue Length Regret.
Thomas StahlbuhkBrooke ShraderEytan H. ModianoPublished in: CoRR (2020)
Keyphrases
- queue length
- learning algorithm
- steady state
- completion times
- stationary distribution
- service rates
- machine learning
- arrival rate
- queueing systems
- large deviations
- online learning
- queueing networks
- state dependent
- lower bound
- heavy traffic
- brownian motion
- single server queue
- learning problems
- call center
- single server
- service times
- reinforcement learning
- queue size
- arrival processes
- heavy traffic limit
- diffusion process
- markov chain
- video sequences