Optimal Admission Control for Multiclass Queues with Time-Varying Arrival Rates via State Abstraction.
Marc RigterDanial DervovicParisa HassanzadehJason LongParisa ZehtabiDaniele MagazzeniPublished in: AAAI (2022)
Keyphrases
- multi class
- admission control
- arrival rate
- asymptotically optimal
- state abstraction
- end to end
- control policy
- multiclass classification
- support vector machine
- service rates
- queue length
- queueing networks
- cost sensitive
- pairwise
- multiclass problems
- web server
- quality of service
- steady state
- reinforcement learning
- queueing model
- state dependent
- markov decision processes
- feature selection
- production system
- binary classifiers
- state space
- service times
- dynamic programming
- resource management
- long run
- optimal strategy
- evolutionary algorithm