An investigation of imitation learning algorithms for structured prediction.
Andreas VlachosPublished in: EWRL (2012)
Keyphrases
- structured prediction
- maximum margin
- learning algorithm
- efficient learning
- reinforcement learning
- conditional random fields
- latent variables
- convex optimization
- hyperplane
- machine learning algorithms
- machine learning
- markov networks
- back propagation
- learning problems
- training data
- approximate inference
- active learning
- learning tasks
- pattern classification
- supervised learning
- support vector machine
- support vector
- classification algorithm
- em algorithm
- maximum likelihood
- belief networks
- higher order
- multi task
- generalization error
- membership queries
- prior knowledge