Predicting Football Team Performance with Explainable AI: Leveraging SHAP to Identify Key Team-Level Performance Metrics

Predicting Football Team Performance with Explainable AI: Leveraging SHAP to Identify Key Team-Level Performance Metrics

Understanding the performance indicators that contribute to the final score of a football match is crucial for directing the training process towards specific goals. This paper presents a pipeline for identifying key team-level performance variables in football using explainable ML techniques. The i...

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Bibliographic Details
Main Authors: Serafeim Moustakidis, Spyridon Plakias, Christos Kokkotis, Themistoklis Tsatalas, Dimitrios Tsaopoulos
Format: Article
Language:English
Published: MDPI AG 2023-05-01
Series:Future Internet
Subjects:
soccer
machine learning
explainability
performance metrics
Online Access:https://www.mdpi.com/1999-5903/15/5/174

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https://www.mdpi.com/1999-5903/15/5/174

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