Bayesian parameter estimation for dynamical models in systems biology.
Nathaniel J. LindenBoris KramerPadmini RangamaniPublished in: PLoS Comput. Biol. (2022)
Keyphrases
- parameter estimation
- systems biology
- posterior distribution
- maximum likelihood
- high throughput
- statistical models
- biological data
- em algorithm
- model selection
- gene regulatory networks
- least squares
- markov random field
- random fields
- approximate inference
- structure learning
- microarray
- gaussian process
- expectation maximization
- dynamical systems
- bayesian inference
- machine learning
- gaussian processes
- human motion
- data mining
- data points
- image processing