Efficient Benchmarking of Algorithm Configuration Procedures via Model-Based Surrogates.
Katharina EggenspergerMarius LindauerHolger H. HoosFrank HutterKevin Leyton-BrownPublished in: CoRR (2017)
Keyphrases
- computationally efficient
- single pass
- computational cost
- cost function
- significant improvement
- preprocessing
- high efficiency
- np hard
- dynamic programming
- experimental evaluation
- model free
- detection algorithm
- optimization algorithm
- theoretical analysis
- improved algorithm
- highly efficient
- times faster
- clustering method
- high accuracy
- search space
- expectation maximization
- simulated annealing
- genetic algorithm
- worst case
- least squares
- probabilistic model
- convergence rate
- computational complexity
- optimal solution
- estimation algorithm
- similarity measure
- learning algorithm