论文标题
自动算法配置方法的调查
A Survey of Methods for Automated Algorithm Configuration
论文作者
论文摘要
算法配置（AC）与对参数化算法最合适的参数配置的自动搜索有关。目前，文献中提出了各种各样的交流问题变体和方法。现有评论没有考虑到AC问题的所有衍生物，也没有提供完整的分类计划。为此，我们介绍了分类法，以分别描述配置方法的交流问题和特征。我们回顾了分类法的镜头中现有的AC文献，概述了配置方法的相关设计选择，对比方法和问题变体相互对抗，并描述了行业中的AC状态。最后，我们的评论为研究人员和从业者提供了AC领域的未来研究方向。
Algorithm configuration (AC) is concerned with the automated search of the most suitable parameter configuration of a parametrized algorithm. There is currently a wide variety of AC problem variants and methods proposed in the literature. Existing reviews do not take into account all derivatives of the AC problem, nor do they offer a complete classification scheme. To this end, we introduce taxonomies to describe the AC problem and features of configuration methods, respectively. We review existing AC literature within the lens of our taxonomies, outline relevant design choices of configuration approaches, contrast methods and problem variants against each other, and describe the state of AC in industry. Finally, our review provides researchers and practitioners with a look at future research directions in the field of AC.
