Efficient benchmarking of algorithm configurators via model-based surrogates.
Katharina EggenspergerMarius LindauerHolger H. HoosFrank HutterKevin Leyton-BrownPublished in: Mach. Learn. (2018)
Keyphrases
- single pass
- computationally efficient
- detection algorithm
- dynamic programming
- optimal solution
- np hard
- times faster
- experimental evaluation
- expectation maximization
- memory efficient
- convergence rate
- segmentation algorithm
- linear programming
- worst case
- cost function
- high accuracy
- k means
- evolutionary algorithm
- learning algorithm
- similarity measure
- model free
- computationally intensive
- estimation algorithm
- high efficiency
- highly efficient
- objective function
- computational complexity
- classification algorithm
- clustering method
- optimization algorithm
- theoretical analysis