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Data Mining and Machine Learning in High-Performance Sport

Part of the SpringerBriefs in Applied Sciences and Technology Book Series

DOI: 10.1007/978-981-19-7049-8

ISBN: 978-981-19-7048-1

Publisher: Springer Nature Singapore - Springer Journals

Nov 6, 2022

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Chapter 1Current Trend of Analysis in High-Performance Sport and the Recent Updates in Data Mining and Machine Learning Application in Sports

Muazu Musa, Rabiu; P. P. Abdul Majeed, Anwar; Abdullah, Mohamad Razali; Kuan, Garry; Mohd Razman, Mohd Azraai

Pages: 1 –11

[This chapter presents the current trend of evaluation in high-performance sports and the recent development in the application of data mining and machine learning in the sports domain. The chapter also highlights the performance-related indicators that influence the decision-making ability as...
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Chapter 2Pattern Recognition of Misconducts Offences and Bookings of Top European Soccer Leagues Referees

Muazu Musa, Rabiu; P. P. Abdul Majeed, Anwar; Abdullah, Mohamad Razali; Kuan, Garry; Mohd Razman, Mohd Azraai

Pages: 13 –18

[In this chapter, we examine the key fouls and misconducts-related offences associated with European championship tournaments. A variety of misconduct and foul-related activities, including fouls, challenges, challenges per foul, yellow cards, fouls per card, air challenges, ground challenges,...
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Chapter 3Tactical and Misconduct Actions Leading to VAR Interventions in Top-Flights European Soccer Leagues

Muazu Musa, Rabiu; P. P. Abdul Majeed, Anwar; Abdullah, Mohamad Razali; Kuan, Garry; Mohd Razman, Mohd Azraai

Pages: 19 –25

[This chapter highlights the tactical and misconduct-related offences which highly evoke the interventions of VAR. It has been demonstrated from the study findings that a set of actions encompassing attack wrecking, ground challenges, misconduct, dangerous play, air challenges, and challenges off...
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Chapter 4Positional Events Incidences Leading to VAR Intervention in European Soccer Leagues Games

Muazu Musa, Rabiu; P. P. Abdul Majeed, Anwar; Abdullah, Mohamad Razali; Kuan, Garry; Mohd Razman, Mohd Azraai

Pages: 27 –32

[This chapter explored the positional event actions that lead to the assistance of VAR. It was demonstrated from the findings of the study that the average referee’s distance to the penalty box plus 2 m around fouls attracted more VAR assistance compared to the average referee’s distance in other...
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Chapter 5Decisions Error of Top European Leagues Soccer Leagues Referees at Specific Time of Match Play

Muazu Musa, Rabiu; P. P. Abdul Majeed, Anwar; Abdullah, Mohamad Razali; Kuan, Garry; Mohd Razman, Mohd Azraai

Pages: 33 –38

[In this chapter, we probe into decisions error committed by referees at a specific time of play in the European soccer leagues. It has been revealed from the findings of the current investigation that there is a correlation between decisions error and specific times during match play. It is...
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Chapter 6Prevalence and Differences of Decisions Error in Top-Class European Soccer Leagues

Muazu Musa, Rabiu; P. P. Abdul Majeed, Anwar; Abdullah, Mohamad Razali; Kuan, Garry; Mohd Razman, Mohd Azraai

Pages: 39 –44

[In this chapter, we investigated the prevalence and differences in decisions error across European soccer leagues. A set of event-related variables, namely foul not detected, offsides not detected, yellow cards not shown, red cards not shown, and goals disallowed, are shown to be essential in...
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Chapter 7Relationship Between Match Loading and Decisions Error Among Top-Class European Soccer Leagues Referees

Muazu Musa, Rabiu; P. P. Abdul Majeed, Anwar; Abdullah, Mohamad Razali; Kuan, Garry; Mohd Razman, Mohd Azraai

Pages: 45 –50

[In this chapter, we investigated the association between the number of matches officiated and decisions error among European soccer league referees. It is revealed from the finding of the study that a set of decision error indicators, namely decisions which led to disputes, foul not detected,...
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Chapter 8Summary, Conclusion, Current Status, and Future Direction for Referees’ Performance in European Soccer Leagues

Muazu Musa, Rabiu; P. P. Abdul Majeed, Anwar; Abdullah, Mohamad Razali; Kuan, Garry; Mohd Razman, Mohd Azraai

Pages: 51 –53

[In this chapter, we summarize the major findings of the study. The status of the referee’s performance in the European championship, as well as challenges, was deliberated. We also examine the advantages and drawbacks of applying technology towards the enhancement of referees’ decision-making....

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