Generalization Bounds and Consistency for Latent Structural Probit and Ramp Loss.
David A. McAllesterJoseph KeshetPublished in: NIPS (2011)
Keyphrases
- generalization bounds
- learning theory
- data dependent
- latent variables
- generalization ability
- convex combinations
- model selection
- learning problems
- linear classifiers
- statistical learning theory
- vc dimension
- ranking algorithm
- machine learning
- kernel machines
- real valued
- ranking functions
- learning tasks
- kernel methods
- artificial neural networks
- learning algorithm