Predict-Then-Optimize by Proxy: Learning Joint Models of Prediction and Optimization.
James KotaryVincenzo Di VitoJacob ChristopherPascal Van HentenryckFerdinando FiorettoPublished in: CoRR (2023)
Keyphrases
- learning process
- learning algorithm
- learning models
- accurate models
- learned models
- unsupervised learning
- prediction model
- machine learning
- prior knowledge
- online learning
- learning systems
- learning rules
- directly optimize
- neural network
- linear predictors
- joint optimization
- classification models
- global optimization
- learning problems
- optimization algorithm
- parameter estimation
- active learning