Learning Algorithms for Minimizing Queue Length Regret.
Thomas StahlbuhkBrooke ShraderEytan H. ModianoPublished in: IEEE Trans. Inf. Theory (2021)
Keyphrases
- queue length
- learning algorithm
- steady state
- completion times
- stationary distribution
- large deviations
- service rates
- online learning
- queueing systems
- brownian motion
- service requirements
- service times
- state dependent
- heavy traffic
- single server
- queueing networks
- lower bound
- arrival rate
- call center
- learning problems
- heavy traffic limit
- single server queue
- arrival processes
- queueing model
- diffusion process
- markov chain
- graphical models
- reinforcement learning
- machine learning
- traffic intensity
- decision makers
- queue size
- real time