Meta-heuristics meet sports: a systematic review from the viewpoint of nature inspired algorithms

M.K.A. Ariyaratne, R.M. Silva
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引用次数: 2

Abstract

Abstract This review explores the avenues for the application of meta-heuristics in sports. The necessity of sophisticated algorithms to investigate different NP hard problems encountered in sports analytics was established in the recent past. Meta-heuristics have been applied as a promising approach to such problems. We identified team selection, optimal lineups, sports equipment optimization, scheduling and ranking, performance analysis, predictions in sports, and player tracking as seven major categories where meta-heuristics were implemented in research in sports. Some of our findings include (a) genetic algorithm and particle swarm optimization have been extensively used in the literature, (b) meta-heuristics have been widely applied in the sports of cricket and soccer, (c) the limitations and challenges of using meta-heuristics in sports. Through awareness and discussion on implementation of meta-heuristics, sports analytics research can be rich in the future.
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元启发式满足体育:从自然启发算法的观点进行系统回顾
摘要本文探讨了元启发式在体育研究中的应用途径。研究体育分析中遇到的各种NP困难问题的复杂算法的必要性是最近才建立起来的。元启发式作为一种很有前途的方法被应用于解决这类问题。我们确定了团队选择、最佳阵容、运动装备优化、日程安排和排名、表现分析、运动预测和球员跟踪作为七个主要类别,在体育研究中实施了元启发式。我们的一些发现包括(a)遗传算法和粒子群优化在文献中被广泛使用,(b)元启发式在板球和足球运动中被广泛应用,(c)在体育运动中使用元启发式的局限性和挑战。通过对元启发式实施的认识和讨论,体育分析研究可以在未来得到丰富。
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来源期刊
International Journal of Computer Science in Sport
International Journal of Computer Science in Sport Computer Science-Computer Science (all)
CiteScore
2.20
自引率
0.00%
发文量
4
审稿时长
12 weeks
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