Lower-level Duality Based Reformulation and Majorization Minimization Algorithm for Hyperparameter Optimization.
He ChenHaochen XuRujun JiangAnthony Man-Cho SoPublished in: AISTATS (2024)
Keyphrases
- optimization algorithm
- objective function
- lower level
- learning algorithm
- higher level
- optimization process
- detection algorithm
- k means
- computational complexity
- np hard
- dynamic programming
- optimal solution
- expectation maximization
- optimality conditions
- knapsack problem
- convergence rate
- search space
- maximum likelihood
- optimization problems
- cost function
- segmentation algorithm
- optimization method
- global optimum
- constrained optimization
- simulated annealing
- test functions