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Table of Contents
Intro; Foreword; Foreword; Table of Contents; List of Figures; Abstract; 1 Introduction; 1.1 Sports Analytics; 1.2 The Use of Data Analytics in Soccer; 1.3 About the Studies in this Book; 2 Individual Ball Possession; 2.1 Introduction; 2.2 Ball Possession Types; 2.3 Detection of Ball Possession; 2.3.1 Data Preparation; 2.3.2 Detection of IBP & IBA Starting Point; 2.3.3 Detection of IBA Endpoint; 2.3.4 Classification of IBC; 2.3.5 Creation of Time Intervals; 2.3.6 Limitations; 2.4 Training & Evaluation; 2.4.1 Training of Threshold Values & Bayesian Network; 2.4.2 Quality of IBA & IBP Detection
2.4.3 Quality of IBC Classification2.5 Game Analysis; 2.5.1 Team Based Metrics; 2.5.2 Player Based Metrics; 2.6 Conclusion; 3 Real Time Quantification of Dangerousity; 3.1 Introduction; 3.2 Quantifying Dangerousity; 3.2.1 Dangerousity; 3.2.2 Derived Metrics; 3.2.3 Calibration; 3.2.4 Limitations; 3.3 Evaluation; 3.3.1 Reliability of measurement; 3.3.2 Performance relevance; 3.4 Game Analysis; 3.4.1 Individual Action Analysis; 3.4.2 Single match analysis; 3.4.3 Team efficiency ratings; 3.5 Conclusion; 4 A Topography of Free Kicks; 4.1 Introduction; 4.2 Methods; 4.2.1 Sample
4.2.2 Performance Variables4.2.3 Calculation of performance topographies; 4.2.4 Statistical Analysis; 4.3 Results; 4.4 Discussion; 4.5 Conclusion; 5 Match Importance Affects Player Activity; 5.1 Introduction; 5.2 Methods; 5.2.1 Subjects; 5.2.2 Activity Parameters; 5.2.3 Match Importance; 5.2.4 Statistical Analysis; 5.3 Results; 5.4 Discussion; 5.5 Conclusion; 6 Effect of Ambient Temperature on Pacing Depends on Skill Level; 6.1 Introduction; 6.2 Methods; 6.2.1 Approach; 6.2.2 Subjects; 6.2.3 Procedures; 6.2.4 Statistical Analyses; 6.3 Results; 6.4 Discussion; 6.5 Conclusion
7 Vanishing Spray Reduces Extent of Rule Violations7.1 Introduction; 7.2 Methods; 7.2.1 Data recording; 7.2.2 Reliability; 7.2.3 Statistical analysis; 7.3 Results; 7.4 Discussion; 7.5 Conclusion; 8 Prospects; References
2.4.3 Quality of IBC Classification2.5 Game Analysis; 2.5.1 Team Based Metrics; 2.5.2 Player Based Metrics; 2.6 Conclusion; 3 Real Time Quantification of Dangerousity; 3.1 Introduction; 3.2 Quantifying Dangerousity; 3.2.1 Dangerousity; 3.2.2 Derived Metrics; 3.2.3 Calibration; 3.2.4 Limitations; 3.3 Evaluation; 3.3.1 Reliability of measurement; 3.3.2 Performance relevance; 3.4 Game Analysis; 3.4.1 Individual Action Analysis; 3.4.2 Single match analysis; 3.4.3 Team efficiency ratings; 3.5 Conclusion; 4 A Topography of Free Kicks; 4.1 Introduction; 4.2 Methods; 4.2.1 Sample
4.2.2 Performance Variables4.2.3 Calculation of performance topographies; 4.2.4 Statistical Analysis; 4.3 Results; 4.4 Discussion; 4.5 Conclusion; 5 Match Importance Affects Player Activity; 5.1 Introduction; 5.2 Methods; 5.2.1 Subjects; 5.2.2 Activity Parameters; 5.2.3 Match Importance; 5.2.4 Statistical Analysis; 5.3 Results; 5.4 Discussion; 5.5 Conclusion; 6 Effect of Ambient Temperature on Pacing Depends on Skill Level; 6.1 Introduction; 6.2 Methods; 6.2.1 Approach; 6.2.2 Subjects; 6.2.3 Procedures; 6.2.4 Statistical Analyses; 6.3 Results; 6.4 Discussion; 6.5 Conclusion
7 Vanishing Spray Reduces Extent of Rule Violations7.1 Introduction; 7.2 Methods; 7.2.1 Data recording; 7.2.2 Reliability; 7.2.3 Statistical analysis; 7.3 Results; 7.4 Discussion; 7.5 Conclusion; 8 Prospects; References