Robust and efficient parameter estimation in dynamic models of biological systems.
Attila GáborJulio R. BangaPublished in: BMC Syst. Biol. (2015)
Keyphrases
- parameter estimation
- dynamic model
- biological systems
- parameter estimates
- maximum likelihood
- model selection
- least squares
- experimental data
- markov random field
- em algorithm
- random fields
- expectation maximization
- statistical models
- biologically inspired
- complex systems
- systems biology
- model fitting
- probabilistic model
- estimation problems
- parameter estimation algorithm
- structure learning
- biologically inspired design
- artificial systems
- signal transduction
- multiple models
- approximate inference
- pairwise
- machine learning
- complex biological systems
- neural dynamics
- image processing