Machine learning in team sports : performance analysis and talent identification in beach soccer and sepak-takraw /: performance analysis and talent identification in beach soccer and sepak-takraw. (2020)

• Record Type: Book
• Further Information: Note: Rabiu Muazu Musa, Anwar P.P. Abdul Majeed, Norlaila Azura Kosni, Mohamad Razali Abdullah.
• Other Names: Muazu Musa, Rabiu; Abdul Majeed, Anwar P. P; Kosni, Norlaila Azura; Abdullah, Mohamad Razali
• Contents: Intro -- Acknowledgements -- Contents -- 1 An Overview of Beach Soccer, Sepak Takraw and the Application of Machine Learning in Team Sports -- 1.1 An Overview of Beach Soccer Sport -- 1.2 An Overview of Sepak Takraw Sport -- 1.3 Machine Learning in Team Sports -- 1.4 Principal Component Analysis -- 1.5 Cluster Analysis -- 1.5.1 Hierarchical Agglomerative Cluster Analysis (HACA) -- 1.5.2 Louvain Clustering -- 1.6 Classification Algorithms -- 1.6.1 k-Nearest Neighbour -- 1.6.2 Support Vector Machine -- 1.6.3 Artificial Neural Networks -- 1.6.4 Random Forests -- 1.7 Study Participants 1.7.1 Beach Soccer -- 1.7.2 Sepak Takraw -- 1.8 Performance Analysis -- 1.8.1 Beach Soccer Analysis -- 1.8.2 Sepak Takraw Analysis -- References -- 2 Key Performance Indicators in Elite Beach Soccer -- 2.1 Overview -- 2.2 Development of Performance Indicators -- 2.3 The Application of Principal Component Analysis -- 2.4 Results and Discussion -- 2.5 Summary -- References -- 3 Technical and Tactical Performance Indicators Determining Successful and Unsuccessful Team in Elite Beach Soccer -- 3.1 Overview -- 3.2 Clustering -- 3.3 Classification -- 3.4 Results and Discussion -- 3.5 Summary
• Publisher Details: Singapore : Springer
• Publication Date: 2020
• Extent: 1 online resource (68 pages)
• Subjects: 796.0285/631; Sports -- Data processing; Machine learning; Machine learning; Sports -- Data processing; Electronic books
• Languages: English
• ISBNs: 9789811532191; 9811532192
• Related ISBNs: 9789811532184
• Notes: Note: References-4 Identifying Talent in Sepak Takraw via Anthropometry Indexes-4.1 Overview-4.2 Clustering-4.3 Classification-4.4 Results and Discussion-4.5 Summary-References-5 Physical Fitness Parameters in the Identification of High-Potential Sepak Takraw Players-5.1 Overview-5.2 Clustering-5.3 Classification-5.4 Results and Discussion-5.5 Summary-References-6 Relationship Between Psycho-Maturity and Performance of Sepak Takraw-6.1 Overview-6.2 Clustering-6.3 Classification-6.4 Results and Discussion-6.5 Summary-References; Note: Includes bibliographical references.; Note: Print version record.
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