New Bounds and Approximations for the Error of Linear Classifiers.
Luís G. RuedaPublished in: CIARP (2004)
Keyphrases
- linear classifiers
- generalization error
- generalization bounds
- upper bound
- pac bayes
- multi class
- linear classification
- lower bound
- hyperplane
- cross validation
- model selection
- learning algorithm
- active learning
- training data
- error rate
- worst case
- svm classifier
- closed form
- data sets
- markov random field
- generative model
- sample size
- supervised learning
- semi supervised
- multi task
- hyperparameters
- training set
- feature selection