Optimization with Non-Differentiable Constraints with Applications to Fairness, Recall, Churn, and Other Goals.
Andrew CotterHeinrich JiangMaya R. GuptaSerena WangTaman NarayanSeungil YouKarthik SridharanPublished in: J. Mach. Learn. Res. (2019)
Keyphrases
- constrained optimization
- optimization problems
- objective function
- loss function
- optimization process
- np hard optimization problems
- hard constraints
- precision and recall
- optimization method
- optimization algorithm
- constraint satisfaction
- high precision
- discrete optimization
- constraint programming
- global optimization
- evolution strategy
- linear constraints
- decision variables
- evolutionary algorithm
- learning algorithm