Orientation and Decision-Making for Soccer Based on Sports Analytics and AI: A Systematic Review

doi:10.1109/JAS.2023.123807

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	Orientation and Decision-Making for Soccer Based on Sports Analytics and AI: A Systematic Review
	Zhiqiang Pu; Yi Pan; Shijie Wang; Boyin Liu; Min Chen; Hao Ma; Yixiong Cui
发表期刊	IEEE/CAA Journal of Automatica Sinica
ISSN	2329-9266
	2024
卷号	11 期号:1 页码:37-57
通讯作者	Pu, Zhiqiang(zhiqiang.pu@ia.ac.cn)
摘要	Due to ever-growing soccer data collection approaches and progressing artificial intelligence (AI) methods, soccer analysis, evaluation, and decision-making have received increasing interest from not only the professional sports analytics realm but also the academic AI research community. AI brings game-changing approaches for soccer analytics where soccer has been a typical benchmark for AI research. The combination has been an emerging topic. In this paper, soccer match analytics are taken as a complete observation-orientation-decision-action (OODA) loop. In addition, as in AI frameworks such as that for reinforcement learning, interacting with a virtual environment enables an evolving model. Therefore, both soccer analytics in the real world and virtual domains are discussed. With the intersection of the OODA loop and the real-virtual domains, available soccer data, including event and tracking data, and diverse orientation and decision-making models for both real-world and virtual soccer matches are comprehensively reviewed. Finally, some promising directions in this interdisciplinary area are pointed out. It is claimed that paradigms for both professional sports analytics and AI research could be combined. Moreover, it is quite promising to bridge the gap between the real and virtual domains for soccer match analysis and decision-making.
关键词	Artificial intelligence (AI) decision-making football review soccer sports analytics
DOI	10.1109/JAS.2023.123807
关键词[WOS]	TEAM SPORTS ; NEURAL-NETWORKS ; GAME ; RECOGNITION ; TRACKING ; PLAY ; PERFORMANCE ; FOOTBALL ; STYLES ; GPS
收录类别	SCI
语种	英语
资助项目	Beijing Nova Program
项目资助者	Beijing Nova Program
WOS研究方向	Automation & Control Systems
WOS类目	Automation & Control Systems
WOS记录号	WOS:001165394200005
出版者	IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
引用统计
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/54492
专题	学术期刊_IEEE/CAA Journal of Automatica Sinica
推荐引用方式 GB/T 7714	Zhiqiang Pu,Yi Pan,Shijie Wang,et al. Orientation and Decision-Making for Soccer Based on Sports Analytics and AI: A Systematic Review[J]. IEEE/CAA Journal of Automatica Sinica,2024,11(1):37-57.
APA	Zhiqiang Pu.,Yi Pan.,Shijie Wang.,Boyin Liu.,Min Chen.,...&Yixiong Cui.(2024).Orientation and Decision-Making for Soccer Based on Sports Analytics and AI: A Systematic Review.IEEE/CAA Journal of Automatica Sinica,11(1),37-57.
MLA	Zhiqiang Pu,et al."Orientation and Decision-Making for Soccer Based on Sports Analytics and AI: A Systematic Review".IEEE/CAA Journal of Automatica Sinica 11.1(2024):37-57.

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