Analyzing Tennis Match Momentum: Factor Analysis of Player Performance in the 2023 Wimbledon Men's Singles Tournament

This paper discusses a model developed for capturing the flow of play in tennis matches, particularly focusing on player performance and match momentum using factor analysis and data from the 2023 Wimbledon Tennis Men's Singles Tournament. The model involves categorizing data labels into serve, return, and score sessions, extracting key technical indicators, conducting factor analysis, and quantifying momentum scores. The analysis includes correlation tests, variance contribution rates, and factor score coefficient matrices to derive principal factors and calculate player performance scores. The momentum score expression and its application in analyzing match flow and player performance are also discussed, validated using match results from the tournament.

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Publication Details

Journal
Highlights in Science Engineering and Technology
Published
2024-08-15
DOI
https://doi.org/10.54097/j0p4m572
Primary Topic
Sports Analytics and Performance
Type
article
Field-Weighted Citation Impact
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article

Analyzing Tennis Match Momentum: Factor Analysis of Player Performance in the 2023 Wimbledon Men's Singles Tournament

Jinzhi Li, Jiacheng Chen, Lei Li, Bo He et al.
Highlights in Science Engineering and Technology
Sports Analytics and Performance
article

Analyzing Tennis Match Momentum: Factor Analysis of Player Performance in the 2023 Wimbledon Men's Singles Tournament

Jinzhi Li, Jiacheng Chen, Lei Li, Bo He, Shaohang Chen
article en

Abstract

This paper discusses a model developed for capturing the flow of play in tennis matches, particularly focusing on player performance and match momentum using factor analysis and data from the 2023 Wimbledon Tennis Men's Singles Tournament. The model involves categorizing data labels into serve, return, and score sessions, extracting key technical indicators, conducting factor analysis, and quantifying momentum scores. The analysis includes correlation tests, variance contribution rates, and factor score coefficient matrices to derive principal factors and calculate player performance scores. The momentum score expression and its application in analyzing match flow and player performance are also discussed, validated using match results from the tournament.

Highlights in Science Engineering and TechnologyVol. 107
Shijiazhuang Tiedao University (CN)
Openalex Percentile: Top 83%
Sports Analytics and Performance
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