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Evaluating the impact of grammar complexity in automatic algorithm design

INTERNATIONAL TRANSACTIONS IN OPERATIONAL RESEARCH 2022年第5期29卷 2789-2814页

作者： Pagnozzi, Federico Stutzle, Thomas Univ Libre Bruxelles ULB IRIDIA Brussels Belgium

Grammar-based automatic algorithm design has been shown to generate stochastic local search algorithms that compete with or outperform state-of-the-art methods. In such systems, algorithms are divided in components and a grammar is used to describe how to properly combine the components to create a working algorithm. In our approach, the grammar is converted into parameters and an automatic parameter configuration tool is used to find the best configuration. This approach allows us to consider and hybridize different metaheuristic templates producing combinations never tested before, but this flexibility leads to a very large configuration space to explore. Is such complexity really needed to achieve state-of-the-art performance? In this paper, we investigate this question by creating grammars that allow the hybridization of stochastic local search algorithms at most two, one, or zero times. We use these grammars to generate algorithms for the three most studied objectives of the permutation flowshop problem: makespan, total completion time, and total tardiness. The generated algorithms are compared using benchmark sets from the literature as well as a quantitative measure of algorithm complexity using a metric based on concept directed acyclic graphs. The experiments show that our system tends to generate hybridized algorithms only when they can provide a substantial performance improvement. On the contrary, when such algorithms do not improve performance, the system generates simpler algorithms regardless of the grammar used.

关键词： grammar‐ based automatic algorithm design stochastic local search permutation flowshop

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