An Apporoach to the Learning Curves of an Incremental Support Vector Machines.
Takemasa YamasakiKazushi IkedaYoshihiko NomuraPublished in: FOCI (2007)
Keyphrases
- learning curves
- support vector
- learning machines
- vc dimension
- learning curve
- average case
- power law
- incremental learning
- kernel function
- learning algorithm
- gaussian processes
- random graphs
- feature selection
- generalization error
- cross validation
- sample complexity
- support vector machine
- training examples
- kernel methods
- hyperparameters
- machine learning
- induction algorithms
- upper bound
- maximum likelihood
- uniform distribution
- data sets
- np complete