Constrained optimization for validation-guided conditional random field learning.
Minmin ChenYixin ChenMichael R. BrentAaron E. TenneyPublished in: KDD (2009)
Keyphrases
- constrained optimization
- conditional random fields
- learning algorithm
- structured prediction
- genetic algorithm
- penalty function
- bayesian networks
- objective function
- prior knowledge
- active learning
- multi class
- supervised learning
- constrained optimization problems
- undirected graphical models
- constraint handling
- max margin learning