Regularization Path of Cross-Validation Error Lower Bounds.
Atsushi ShibagakiYoshiki SuzukiMasayuki KarasuyamaIchiro TakeuchiPublished in: NIPS (2015)
Keyphrases
- cross validation
- lower bound
- regularization parameter
- generalization error
- error estimates
- model selection
- upper bound
- hyperparameters
- variable selection
- cross validated
- error rate
- training set
- support vector
- error estimation
- information criterion
- nearest neighbor classifiers
- error analysis
- unseen data
- objective function
- optimal solution
- machine learning
- feature space