Live Imaging-Based Model Selection Reveals Periodic Regulation of the Stochastic G1/S Phase Transition in Vertebrate Axial Development.
Mayu SugiyamaTakashi SaitouHiroshi KurokawaAsako Sakaue-SawanoTakeshi ImamuraAtsushi MiyawakiTadahiro IimuraPublished in: PLoS Comput. Biol. (2014)
Keyphrases
- model selection
- phase transition
- cross validation
- hyperparameters
- regression model
- sample size
- bayesian learning
- parameter estimation
- satisfiability problem
- model selection criteria
- variable selection
- constraint satisfaction
- statistical learning
- machine learning
- mixture model
- np complete
- generalization error
- information criterion
- automatic model selection
- statistical inference
- selection criterion
- bayesian information criterion
- error estimation
- feature selection
- gaussian process
- hard problems
- cellular automata
- marginal likelihood
- random constraint satisfaction problems
- randomly generated
- learning theory
- np complete problems
- random instances
- support vector machine
- decision trees