Stability and Generalization of Bilevel Programming in Hyperparameter Optimization.
Fan BaoGuoqiang WuChongxuan LiJun ZhuBo ZhangPublished in: NeurIPS (2021)
Keyphrases
- bilevel programming
- optimality conditions
- grid search
- convex programming
- nonlinear bilevel programming
- convergence analysis
- nonlinear programming
- cross validation
- upper level
- coal mining
- optimization problems
- mathematical programming
- network flow
- gaussian processes
- convex optimization
- optimization algorithm
- support vector machine
- cost function
- optimization method
- model selection
- linear programming