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Xiao-Yi Liu

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Open access Oct 2026

Seeking order in football match complexity: from causal identification to strategic optimization

Traditional football analytics centred on correlation or predictive accuracy may not fully support intervention-oriented tactical decisions. This study developed a scenario-specific causal machine-learning framework for passing and receiving, carrying, and shooting, with each scenario further divided into relatively...

Xiao-Yi Liu, Ran Wang, Kong-Yun Huang et al. · 0 citations

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