Sensitivity Based Generalization Error for Supervised Learning Problems with Application in Feature Selection.
Daniel S. YeungPublished in: ADMA (2009)
Keyphrases
- learning problems
- generalization error
- supervised learning
- learning algorithm
- sample complexity
- binary classification
- feature selection
- machine learning
- learning tasks
- active learning
- learning machines
- model selection
- machine learning algorithms
- unsupervised learning
- multi task
- semi supervised
- semi supervised learning
- pac learning
- statistical learning theory
- cross validation
- upper bound
- linear classifiers
- kernel methods
- sample size
- reinforcement learning
- multiple kernel learning
- training data
- feature extraction
- target function
- generalization ability
- dimensionality reduction
- object recognition
- vc dimension
- training error