Sensitivity based Generalization Error for Supervised Learning Problem with Applications in Model Selection and Feature Selection.
Daniel S. YeungPublished in: ICINCO-ICSO (2009)
Keyphrases
- generalization error
- model selection
- feature selection
- cross validation
- classification error
- hyperparameters
- supervised learning
- error estimation
- sample size
- sample complexity
- statistical learning
- unsupervised learning
- meta learning
- linear classifiers
- leave one out cross validation
- machine learning
- variable selection
- selection criterion
- text categorization
- learning machines
- multi class
- feature selection algorithms
- text classification
- classification accuracy
- information criterion
- support vector machine
- gaussian process
- support vector
- training data
- feature space
- generalization bounds
- feature extraction
- model selection criteria