Learning Algorithms for Minimizing Queue Length Regret.
Thomas StahlbuhkBrooke ShraderEytan H. ModianoPublished in: ISIT (2018)
Keyphrases
- queue length
- learning algorithm
- steady state
- completion times
- service rates
- large deviations
- stationary distribution
- state dependent
- arrival rate
- queueing systems
- machine learning
- service times
- lower bound
- learning problems
- heavy traffic
- single server
- queueing networks
- online learning
- traffic intensity
- brownian motion
- service requirements
- heavy traffic limit
- state space
- computational complexity
- reinforcement learning
- arrival processes