Quantifying momentum and influencing factors of tennis players using the XGBoost model

Quantifying momentum and influencing factors of tennis players using the XGBoost model

Abstract Momentum can directly or indirectly affect a tennis player’s mentality and the trajectory of the game, thereby changing the outcome of the match. The article provides a clear quantitative description of the concept of momentum in tennis, analyzing the impact of momentum fluctuations on the...

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Bibliographic Details
Main Authors: Donghong Wang, Xu Zhang, Yuneng Xie, Qinyan Zhu
Format: Article
Language:English
Published: Nature Portfolio 2025-05-01
Series:Scientific Reports
Subjects:
Random walk
Shap feature analysis
Tennis momentum
XGBoost algorithm
Online Access:https://doi.org/10.1038/s41598-025-02465-2
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