Nonconvex Optimization for Regression with Fairness Constraints.
Junpei KomiyamaAkiko TakedaJunya HondaHajime ShimaoPublished in: ICML (2018)
Keyphrases
- global optimization
- constrained optimization
- optimization problems
- mathematical program
- lagrange multipliers
- nonlinear programming
- optimization algorithm
- mathematical programming
- linear constraints
- regression model
- np hard optimization problems
- regression algorithm
- constraint satisfaction
- regression function
- image restoration and reconstruction
- stationary points
- regression analysis
- support vector
- gaussian processes
- support vector regression
- regression problems
- optimization methods
- convex optimization
- linear regression
- constraint programming
- combinatorial optimization
- optimization criteria
- model selection
- particle swarm optimization
- linear programming
- learning algorithm