Reply to Friston and David: After comments on: The identification of interacting networks in the brain using fMRI: Model selection, causality and deconvolution.
Alard RoebroeckElia FormisanoRainer GoebelPublished in: NeuroImage (2011)
Keyphrases
- model selection
- cross validation
- parameter estimation
- statistical learning
- hyperparameters
- machine learning
- sample size
- bayesian learning
- regression model
- selection criterion
- least squares
- feature selection
- error estimation
- meta learning
- variable selection
- human brain
- mixture model
- motion segmentation
- gaussian process
- statistical inference
- parameter determination
- generalization error
- objective function
- decision trees
- leave one out cross validation
- causal models
- training data
- bayesian information criterion
- information criterion