EM Based Parameter Estimation for Markov Modulated Fluid Arrival Processes.
Salah Al-Deen AlmousaGábor HorváthMiklós TelekPublished in: EPEW (2021)
Keyphrases
- parameter estimation
- arrival process
- markov modulated
- fluid model
- arrival processes
- expectation maximization
- em algorithm
- maximum likelihood
- steady state
- stochastic model
- queueing networks
- arrival rate
- service times
- heavy traffic
- least squares
- state dependent
- poisson process
- parameter estimation algorithm
- random fields
- queueing systems
- single server
- model selection
- independent and identically distributed
- probabilistic model
- queue length
- generative model
- approximate inference
- hyperparameters
- markov chain
- asymptotically optimal
- long run
- image segmentation
- markov random field
- bayesian framework
- maximum a posteriori
- np hard
- prior knowledge
- k means