An Empirical Analysis of Optimization for Max-Margin NLP.
Jonathan K. KummerfeldTaylor Berg-KirkpatrickDan KleinPublished in: EMNLP (2015)
Keyphrases
- max margin
- natural language processing
- multi class
- maximum margin
- multi label
- conditional random fields
- latent variables
- support vector machine
- information extraction
- markov networks
- structured prediction
- natural language
- generative model
- wordnet
- graphical models
- parameter learning
- multi label classification
- efficient learning
- training set