Learning Methods to Combine Linguistic Indicators: Improving Aspectual Classification and Revealing Linguistic Insights.
Eric V. SiegelKathleen R. McKeownPublished in: Comput. Linguistics (2000)
Keyphrases
- machine learning methods
- learning problems
- machine learning algorithms
- learning algorithm
- benchmark data sets
- discriminative learning
- learning process
- classification method
- supervised learning
- incremental learning
- bayesian methods
- pattern recognition
- classification systems
- inductive inference
- image classification
- classification accuracy
- machine learning
- kernel learning
- preprocessing
- feature construction
- human experts
- cross validation
- density estimation
- learning tasks
- model selection
- multi class
- significant improvement
- reinforcement learning
- online learning
- natural language processing
- active learning
- feature vectors
- supervised learning algorithms
- robust classification
- supervised and unsupervised learning