Generalization performance of regularization networks and support vector machines via entropy numbers of compact operators
Work
Year: 2001
Type: article
Abstract: We derive new bounds for the generalization error of kernel machines, such as support vector machines and related regularization networks by obtaining new bounds on their covering numbers. The proofs ... more
Cites: 70
Cited by: 175
Related to: 10
FWCI: 17.3
Citation percentile (by year/subfield): 98.21
Subfield: Computational Mechanics
Field: Engineering
Domain: Physical Sciences
Open Access status: green