Trajectory inference and parameter estimation in stochastic models with temporally aggregated data.
Maria Myrto FoliaMagnus RattrayPublished in: Stat. Comput. (2018)
Keyphrases
- parameter estimation
- stochastic models
- random fields
- aggregated data
- stochastic processes
- marginal distributions
- maximum likelihood
- data storage
- markov random field
- stochastic model
- data warehouse
- index structure
- least squares
- dynamic bayesian networks
- model selection
- approximate inference
- parameter estimation algorithm
- em algorithm
- expectation maximization
- bayesian networks
- structure learning
- probabilistic inference
- image segmentation
- databases
- belief propagation
- higher order
- data analysis
- image processing