Optimization with Non-Differentiable Constraints with Applications to Fairness, Recall, Churn, and Other Goals.
Andrew CotterHeinrich JiangSerena WangTaman NarayanMaya R. GuptaSeungil YouKarthik SridharanPublished in: CoRR (2018)
Keyphrases
- constrained optimization
- optimization algorithm
- high precision
- objective function
- global constraints
- optimization process
- global optimization
- resource allocation
- loss function
- constraint satisfaction
- hard constraints
- precision and recall
- decision variables
- database
- optimization strategies
- optimization criteria
- discrete optimization
- quasiconvex
- np hard optimization problems
- constraint networks
- geometric constraints
- mathematical programming
- constraint programming
- optimization problems
- multi objective
- evolutionary algorithm
- information retrieval