A Performance Evaluation of Finite Capacity Queueing Systems by Machine Learning.
Suguru NiiTakashi OkudaYutaka IshibashiPublished in: ICCE-TW (2019)
Keyphrases
- queueing systems
- finite capacity
- queueing model
- machine learning
- arrival rate
- steady state
- single server
- queueing networks
- stationary distribution
- service times
- call center
- learning algorithm
- single product
- markov processes
- queue length
- markov chain
- state dependent
- reinforcement learning
- asymptotically optimal
- control problems
- heavy traffic
- maximum entropy
- independent and identically distributed
- probabilistic model