Domain-specific model selection for structural identification of the Rab5-Rab7 dynamics in endocytosis.
Jovan TanevskiLjupco TodorovskiYannis KalaidzidisSaso DzeroskiPublished in: BMC Syst. Biol. (2015)
Keyphrases
- model selection
- domain specific
- cross validation
- sample size
- hyperparameters
- parameter estimation
- regression model
- bayesian learning
- model selection criteria
- feature selection
- mixture model
- statistical inference
- variable selection
- statistical learning
- machine learning
- selection criterion
- error estimation
- meta learning
- motion segmentation
- marginal likelihood
- leave one out cross validation
- information criterion
- generalization error
- generalization bounds
- bayesian methods
- gaussian process
- incremental learning
- hypothesis tests
- bayesian networks
- automatic model selection