Learning Rates of Support Vector Machine Classifiers with Data Dependent Hypothesis Spaces.
Baohuai ShengPei-Xin YePublished in: J. Comput. (2012)
Keyphrases
- data dependent
- support vector machine classifiers
- learning rate
- support vector machine
- convergence rate
- learning algorithm
- inductive inference
- convergence speed
- generalization bounds
- training algorithm
- uniform convergence
- lower bound
- multi class
- particle swarm optimization
- upper bound
- dimensionality reduction
- data sets
- training data
- hash functions
- neural network