Sports Analytics Analysis, Visualisation and Decision Making in Sports Performance Routledge Studies in Sports Performance Analysis Series
Auteurs : Jayal Ambikesh, McRobert Allistair, Oatley Giles, O'Donoghue Peter
As the analysis of big datasets in sports performance becomes a more entrenched part of the sporting landscape, so the value of sport scientists and analysts with formal training in data analytics grows. Sports Analytics: Analysis, Visualisation and Decision Making in Sports Performance provides the most authoritative and comprehensive guide to the use of analytics in sport and its application in sports performance, coaching, talent identification and sports medicine available.
Employing an approach-based structure and integrating problem-based learning throughout the text, the book clearly defines the difference between analytics and analysis and goes on to explain and illustrate methods including:
- Interactive visualisation
- Simulation and modelling
- Geospatial data analysis
- Spatiotemporal analysis
- Machine learning
- Genomic data analysis
- Social network analysis
Offering a mixed-methods case study chapter, no other book offers the same level of scientific grounding or practical application in sports data analytics. Sports Analytics is essential reading for all students of sports analytics, and useful supplementary reading for students and professionals in talent identification and development, sports performance analysis, sports medicine and applied computer science.
1. What is Analytics?
2. Complex Data and the "Data Age"
3. Interactive Visualisation
4. Simulation and Modelling
5. Geospatial Data Analysis
6. Spatio-Temporal Analysis
7. Machine Learning and Sport
8. Genomics in Sports
9. Social Network Analysis
10. Knowledge Discovery in Databases and Data Mining
11. Data Management and Infrastructure
12. Sports Analytics Applications in Soccer
Ambikesh Jayal is a Senior Lecturer in Computing and Information Systems at Cardiff Metropolitan University, UK.
Allistair McRobert is a Senior Lecturer of Performance Analysis at Liverpool John Moores University, UK.
Giles Oatley is a Senior Lecturer at Federation University, Australia.
Peter O’Donoghue is a Reader in Sports Performance Analysis in Cardiff School of Sport at Cardiff Metropolitan University, UK.
Date de parution : 06-2018
15.6x23.4 cm
Date de parution : 06-2018
15.6x23.4 cm
Thèmes de Sports Analytics :
Mots-clés :
Sports Performance Analysis; KDD Process; Peter O'Donoghue; English Fa Premier League; Ambikesh Jayal; Commercial Video Analysis Packages; Giles Oatley; Sports Performance Data; Allistair McRobert; Voronoi Diagrams; data analytics; Object Movement Data; complex data; Computerised Match Analysis Systems; genomic data analysis; Chord Diagrams; geospatial data analysis; Score Box Possession; spatio-temporal analysis; English Premier League; machine learning in sport; Reference Genome; social network analysis; ACTN3 Gene; data mining; Rugby World Cup; data management; FastQ File; perception; Computational Movement Analysis; cognition; Appendicular Lean Mass; Phred Score; Bam File; Data Management Infrastructure; Video Analysis Packages; Shorter Passing Sequences; Spatial Indexes; Genome Wide Association Studies; False Negative Predictions
