Online Learning and Optimization for Queues with Unknown Demand Curve and Service Distribution.
Xinyun ChenYunan LiuGuiyu HongPublished in: CoRR (2023)
Keyphrases
- online learning
- processor sharing queue
- service times
- processor sharing
- single server
- single server queue
- arrival process
- online course
- queueing model
- waiting times
- finite capacity
- web services
- optimization problems
- optimization algorithm
- retrial queue
- priority queue
- queuing systems
- service rates
- endpoints
- finite buffer
- poisson arrivals
- service providers
- state dependent
- capacity allocation
- steady state
- higher education
- queuing model
- heavy traffic
- linear relationship
- e learning
- budget constraints
- distribution network
- service oriented
- b spline
- probability distribution
- fluid model
- capacity constraints
- queueing systems
- stationary distribution
- arrival rate
- queueing networks
- service discovery
- random variables
- lower bound
- machine learning