Evaluating Soccer Player Movements with Attacker-Defender Model
Research Paper#Sports Analytics, AI in Sports🔬 Research|Analyzed: Jan 3, 2026 19:52•
Published: Dec 27, 2025 13:55
•1 min read
•ArXivAnalysis
This paper builds upon the Attacker-Defender (AD) model to analyze soccer player movements. It addresses limitations of previous studies by optimizing parameters using a larger dataset from J1-League matches. The research aims to validate the model's applicability and identify distinct playing styles, contributing to a better understanding of player interactions and potentially informing tactical analysis.
Key Takeaways
- •Focuses on the Attacker-Defender (AD) model for analyzing soccer player movements.
- •Addresses limitations of previous studies by using a larger dataset and improved parameter optimization.
- •Aims to validate the model's applicability and identify distinct playing styles.
- •Potentially contributes to a better understanding of player interactions and tactical analysis.
Reference / Citation
View Original"This study aims to (1) enhance parameter optimization by solving the AD model for one player with the opponent's actual trajectory fixed, (2) validate the model's applicability to a large dataset from 306 J1-League matches, and (3) demonstrate distinct playing styles of attackers and defenders based on the full range of optimized parameters."