First-order Optimization for Superquantile-based Supervised Learning.
Yassine LaguelJérôme MalickZaïd HarchaouiPublished in: CoRR (2020)
Keyphrases
- supervised learning
- optimization algorithm
- training data
- higher order
- reinforcement learning
- global optimization
- unlabeled data
- first order logic
- data sets
- semi supervised
- training set
- optimal design
- discrete optimization
- optimization process
- constrained optimization
- quantifier elimination
- description logics
- training samples
- labeled data
- unsupervised learning
- lower bound
- feature space
- bayesian networks
- case study
- decision trees
- neural network