Non-Sparse Regularization and Efficient Training with Multiple Kernels
Marius KloftUlf BrefeldSören SonnenburgAlexander ZienPublished in: CoRR (2010)
Keyphrases
- training set
- early stopping
- training samples
- kernel function
- reproducing kernel hilbert space
- multiple kernel learning
- sparsity regularization
- mixed norm
- avoid overfitting
- structured sparsity
- norm regularization
- polynomial kernels
- restricted boltzmann machine
- learning algorithm
- learning machines
- regularization term
- training process
- denoising
- supervised learning
- feature space