Learning Models with Uniform Performance via Distributionally Robust Optimization.
John C. DuchiHongseok NamkoongPublished in: CoRR (2018)
Keyphrases
- robust optimization
- learning models
- stochastic programming
- machine learning
- mathematical programming
- learning tasks
- learning algorithm
- loss function
- classification models
- machine learning algorithms
- semi supervised learning
- conditional random fields
- decision theory
- learning problems
- lot sizing
- pairwise
- maximum likelihood
- information extraction
- np hard