Model Selection for Sinusoids in Noise: Statistical Analysis and a New Penalty Term.
Boaz NadlerLeonid KontorovichPublished in: IEEE Trans. Signal Process. (2011)
Keyphrases
- model selection
- penalty term
- statistical analysis
- cross validation
- hyperparameters
- sample size
- kernel machines
- regression model
- regularization term
- objective function
- error function
- mixture model
- gaussian process
- noise level
- machine learning
- multi task
- model selection criteria
- feature selection
- noise reduction
- learning rate
- random sampling
- learning machines
- missing data
- higher order
- image segmentation