Training a Log-Linear Parser with Loss Functions via Softmax-Margin.
Michael AuliAdam LopezPublished in: EMNLP (2011)
Keyphrases
- loss function
- log linear
- hinge loss
- support vector
- discriminative training
- boosting algorithms
- pairwise
- training set
- log linear models
- risk minimization
- natural language processing
- hidden markov models
- reproducing kernel hilbert space
- probabilistic modeling
- training examples
- empirical risk
- natural language
- training samples
- maximum margin
- graphical models
- conditional random fields
- learning algorithm
- efficient learning
- multi class
- information extraction
- training data
- feature selection