Learning Structured Models with the AUC Loss and Its Generalizations.
Nir RosenfeldOfer MeshiDaniel TarlowAmir GlobersonPublished in: AISTATS (2014)
Keyphrases
- learning algorithm
- learned models
- learning process
- learning models
- probabilistic model
- hidden variables
- active learning
- learning systems
- statistical models
- unsupervised learning
- model selection
- online learning
- reinforcement learning
- decision trees
- machine learning
- multi task learning
- structured output
- structured prediction
- neural network
- learning environment
- real world
- machine learning algorithms
- learning experience
- semi supervised learning
- learning tasks
- learning problems
- learning scenarios
- text classification
- supervised learning
- information extraction
- pairwise
- accurate models