Efficient gradient-based parameter estimation for dynamic models using qualitative data.
Leonard SchmiesterDaniel WeindlJan HasenauerPublished in: Bioinform. (2021)
Keyphrases
- parameter estimation
- dynamic model
- parameter estimates
- least squares
- maximum likelihood
- markov random field
- model selection
- parameter estimation algorithm
- em algorithm
- parameter values
- posterior distribution
- statistical models
- random fields
- parameters estimation
- experimental data
- maximum likelihood estimation
- approximate inference
- model fitting
- expectation maximization
- estimation problems
- three dimensional
- structure learning
- gibbs sampling
- image sequences
- graphical models
- image processing