Identifying soccer players' playing styles: a systematic review

S Plakias, S Moustakidis, C Kokkotis… - Journal of Functional …, 2023 - mdpi.com
Identifying playing styles in football is highly valuable for achieving effective performance
analysis. While there is extensive research on team styles, studies on individual player …

From natural towards representative decision making in sports: a framework for decision making in virtual and augmented environments

T Janssen, D Müller, DL Mann - Sports Medicine, 2023 - Springer
Decision making is vital in complex sporting tasks but is difficult to test and train. New
technologies such as virtual and augmented reality offer novel opportunities for improving …

Game Plan: What AI can do for Football, and What Football can do for AI

K Tuyls, S Omidshafiei, P Muller, Z Wang… - Journal of Artificial …, 2021 - jair.org
The rapid progress in artificial intelligence (AI) and machine learning has opened
unprecedented analytics possibilities in various team and individual sports, including …

Automatic event detection in football using tracking data

F Vidal-Codina, N Evans, B El Fakir, J Billingham - Sports Engineering, 2022 - Springer
One of the main shortcomings of event data in football, which has been extensively used for
analytics in the recent years, is that it still requires manual collection, thus limiting its …

Orientation and decision-making for soccer based on sports analytics and AI: A systematic review

Z Pu, Y Pan, S Wang, B Liu, M Chen… - IEEE/CAA Journal of …, 2024 - ieeexplore.ieee.org
Due to ever-growing soccer data collection approaches and progressing artificial
intelligence (AI) methods, soccer analysis, evaluation, and decision-making have received …

[PDF][PDF] VAEP: An objective approach to valuing on-the-ball actions in soccer

T Decroos, L Bransen, J Van Haaren, J Davis - IJCAI, 2020 - ijcai.org
Despite the fact that objectively assessing the impact of the individual actions performed by
soccer players during games is a crucial task, most traditional metrics have substantial …

[PDF][PDF] Valuing on-the-ball actions in soccer: a critical comparison of XT and VAEP

M Van Roy, P Robberechts, T Decroos… - Proceedings of the …, 2020 - eos.cs.kuleuven.be
Objectively quantifying a soccer player's contributions within a match is a challenging and
crucial task in soccer analytics. Many of the currently available metrics focus on measuring …

[PDF][PDF] Evaluating Sports Analytics Models: Challenges, Approaches, and Lessons Learned.

J Davis, L Bransen, L Devos, W Meert… - EBeM …, 2022 - lirias.kuleuven.be
There has been an explosion of data collected about sports. Because such data is extremely
rich and complicated, machine learning is increasingly being used to extract actionable …

un-xPass: Measuring Soccer Player's Creativity

P Robberechts, M Van Roy, J Davis - Proceedings of the 29th ACM …, 2023 - dl.acm.org
Creativity is highly valued in soccer players. It contributes to exciting and unpredictable play,
which can help teams to overcome defensive strategies and create scoring opportunities …

Evaluation of soccer team defense based on prediction models of ball recovery and being attacked: A pilot study

K Toda, M Teranishi, K Kushiro, K Fujii - Plos one, 2022 - journals.plos.org
With the development of measurement technology, data on the movements of actual games
in various sports can be obtained and used for planning and evaluating the tactics and …