Deep soccer analytics: learning an action-value function for evaluating soccer players

G Liu, Y Luo, O Schulte, T Kharrat - Data Mining and Knowledge …, 2020 - Springer
Given the large pitch, numerous players, limited player turnovers, and sparse scoring,
soccer is arguably the most challenging to analyze of all the major team sports. In this work …

A comprehensive review of plus-minus ratings for evaluating individual players in team sports

LM Hvattum - International Journal of Computer Science in Sport, 2019 - sciendo.com
The increasing availability of data from sports events has led to many new directions of
research, and sports analytics can play a role in making better decisions both within a club …

Plus–minus player ratings for soccer

T Kharrat, IG McHale, JL Peña - European Journal of Operational Research, 2020 - Elsevier
The paper presents plus–minus ratings for use in association football (soccer). We first
describe the general plus–minus methodology as used in basketball and ice-hockey and …

[HTML][HTML] The collection, analysis and exploitation of footballer attributes: A systematic review

E Wakelam, V Steuber… - Journal of Sports Analytics, 2022 - content.iospress.com
There is growing on-going research into how footballer attributes, collected prior to, during
and post-match, may address the demands of clubs, media pundits and gaming developers …

[HTML][HTML] Clustering of variables methods and measurement models for soccer players' performances

M Carpita, P Pasca, S Arima, E Ciavolino - Annals of Operations Research, 2023 - Springer
In sports, studying player performances is a key issue since it provides a guideline for
strategic choices and helps teams in the complex procedure of buying and selling of players …

Player valuation in European football

E Nsolo, P Lambrix, N Carlsson - Machine Learning and Data Mining for …, 2019 - Springer
As the success of a team depends on the performance of individual players, the valuation of
player performance has become an important research topic. In this paper, we compare and …

Predicting match outcomes in association football using team ratings and player ratings

H Arntzen, LM Hvattum - Statistical Modelling, 2021 - journals.sagepub.com
The main goal of this article is to compare the performance of team ratings and individual
player ratings when trying to forecast match outcomes in association football. The well …

[PDF][PDF] Inverse reinforcement learning for team sports: Valuing actions and players

Y Luo, O Schulte, P Poupart - IJCAI, 2020 - ijcai.org
A major task of sports analytics is to rank players based on the impact of their actions.
Recent methods have applied reinforcement learning (RL) to assess the value of actions …

A football player rating system

S Wolf, M Schmitt, B Schuller - Journal of Sports Analytics, 2021 - journals.sagepub.com
Association football (soccer) is the most popular sport in the world, resulting in a large
economic interest from investors, team managers, and betting agencies. For this reason, a …

The higher-order PLS-SEM confirmatory approach for composite indicators of football performance quality

M Cefis, M Carpita - Computational Statistics, 2024 - Springer
Supporting the strategic decisions of a football team's management is becoming crucial. We
create some new composite indicators to measure the performance quality, applying both …