Data mining and machine learning in high-performance sport : performance analysis of on-field and video assistant referees in European soccer leagues / / Rabiu Muazu Musa [and four others]

• Record Nr.: UNISA996499857803316
• Autore: Muazu Musa Rabiu
• Pubbl/distr/stampa: Gateway East, Singapore : , : Springer, , [2022]; ©2022
• ISBN: 981-19-7049-1
• Descrizione fisica: 1 online resource (63 pages)
• Collana: SpringerBriefs in Applied Sciences and Technology
• Disciplina: 006.312
• Soggetti: Data mining; Machine learning; Soccer - Tournaments
• Lingua di pubblicazione: Inglese
• Formato: Materiale a stampa
• Livello bibliografico: Monografia
• Nota di bibliografia: Includes bibliographical references and index.
• Nota di contenuto: Intro -- Acknowledgement -- Contents -- About the Authors -- 1 Current Trend of Analysis in High-Performance Sport and the Recent Updates in Data Mining and Machine Learning Application in Sports -- 1.1 An Overview of High-Performance Sport -- 1.2 Responsibilities and Influence of Referees in Top-Flight Soccer Tournaments -- 1.3 Recent Updates in Data Mining and Machine Learning Application in Sports -- 1.4 Mann-Whitney U-Test and Kruskal-Wallis Analysis -- 1.5 Features Extraction Analysis via Information Gain -- 1.6 Cluster Analysis -- 1.6.1 Hierarchical Agglomerative Cluster Analysis (HACA) -- 1.6.2 Louvain Clustering -- 1.6.3 K-means Cluster Analysis -- 1.7 Principal Component Analysis as Data Mining Technique -- 1.8 Application of Machine Learning Models in the Study -- 1.9 Datasets for the Study -- References -- 2 Pattern Recognition of Misconducts Offences and Bookings of Top European Soccer Leagues Referees -- 2.1 Overview -- 2.2 Data Treatment -- 2.3 Principal Component Analysis for Future Selection -- 2.4 Results and Discussion -- 2.5 Summary -- References -- 3 Tactical and Misconduct Actions Leading to VAR Interventions in Top-Flights European Soccer Leagues -- 3.1 Overview -- 3.2 Clustering -- 3.3 Feature Selection -- 3.4 Machine Learning-Based Classification Model -- 3.5 Results and Discussion -- ; 3.6 Summary -- References -- 4 Positional Events Incidences Leading to VAR Intervention in European Soccer Leagues Games -- 4.1 Overview -- 4.2 Events Variables -- 4.3 Machine Learning-Based Classification Analysis -- 4.4 Results and Discussion -- 4.5 Summary -- References -- 5 Decisions Error of Top European Leagues Soccer Leagues Referees at Specific Time of Match Play -- 5.1 Overview -- 5.2 Clustering -- 5.3 Classification -- 5.4 Results and Discussion -- 5.5 Summary -- References.; 6 Prevalence and Differences of Decisions Error in Top-Class European Soccer Leagues -- 6.1 Overview -- 6.2 Types of Decisions Error Across the Leagues -- 6.3 Results and Discussion -- 6.4 Summary -- References -- 7 Relationship Between Match Loading and Decisions Error Among Top-Class European Soccer Leagues Referees -- 7.1 Overview -- 7.2 Clustering -- 7.3 Classification -- 7.4 Results and Discussion -- 7.5 Summary -- References -- 8 Summary, Conclusion, Current Status, and Future Direction for Referees' Performance in European Soccer Leagues -- 8.1 Summary -- 8.2 Conclusion -- 8.3 Current Status and Future Direction.