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Artificial Intelligence in Sport Performance Analysis

Author: Duarte Araújo

Publisher: Routledge

Published: 2021-04-21

Total Pages: 208

ISBN-13: 1000380157

To understand the dynamic patterns of behaviours and interactions between athletes that characterize successful performance in different sports is an important challenge for all sport practitioners. This book guides the reader in understanding how an ecological dynamics framework for use of artificial intelligence (AI) can be implemented to interpret sport performance and the design of practice contexts. By examining how AI methodologies are utilized in team games, such as football, as well as in individual sports, such as golf and climbing, this book provides a better understanding of the kinematic and physiological indicators that might better capture athletic performance by looking at the current state-of-the-art AI approaches. Artificial Intelligence in Sport Performance Analysis provides an all-encompassing perspective in an innovative approach that signals practical applications for both academics and practitioners in the fields of coaching, sports analysis, and sport science, as well as related subjects such as engineering, computer and data science, and statistics.

13th World Congress of Performance Analysis of Sport and 13th International Symposium on Computer Science in Sport

Author: Arnold Baca

Publisher: Springer Nature

Published: 2023-07-12

Total Pages: 197

ISBN-13: 3031317726

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This book discovers the latest research and insights in sports performance analysis and computer science in sports with the 13th World Congress of Performance Analysis of Sport and 13th International Symposium on Computer Science in Sport joint conference proceedings. This comprehensive book features over 40 peer-reviewed scientific works, showcasing the latest developments in these areas. The book covers a wide range of topics, including data analytics in sports, performance tracking and monitoring, artificial intelligence and machine learning in sports, virtual and augmented reality in sports, sensor technology, sports biomechanics, and motor control. By reading this book, you'll gain a deeper understanding of how applied and research-based problems can, together, transform the world of sports, and how you can stay ahead of the curve in this rapidly evolving field. This means that whether you're a researcher, coach, athlete, or sports enthusiast, there is something for everyone in this book.

Sports Analytics

Author: Ambikesh Jayal

Publisher: Routledge

Published: 2018-06-12

Total Pages: 236

ISBN-13: 1351838954

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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.

Machine Learning in Team Sports

Author: Rabiu Muazu Musa

Publisher: Springer Nature

Published: 2020-02-17

Total Pages: 68

ISBN-13: 9811532192

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This brief highlights the application of performance analysis tools in data acquisition, and various machine learning algorithms for evaluating team performance as well as talent identification in beach soccer and sepak takraw. Numerous performance indicators and human performance parameters are considered based on their relevance to each sport. The findings presented here demonstrate that the key performance indicators as well as human performance parameters can be used in the future evaluation of team performance as well as talent identification in these sports. Accordingly, they offer a valuable resource for coaches, club managers, talent identification experts, performance analysts and other relevant stakeholders involved in performance assessments.

AI for Sports

Author: Chris Brady

Publisher: CRC Press

Published: 2022-01-28

Total Pages: 90

ISBN-13: 1000533220

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It seems that artificial intelligence (AI) is always just five years away, but it never arrives. Recently, however. developments have made the practical utility of game theory a genuine reality. Will sport provide the petri dish in which AI will prove itself? What do domain specialists like managers and coaches want to know that they can’t currently find out, and can AI provide the answer? What competitive advantages might AI provide for recruitment, performance and tactics, health and fitness, pedagogy, broadcasting, eSports, gambling and stadium design in the future? Written by leading experts in both sports management and AI, AI for Sports begins to answer these and many other questions on the future of AI for sports.

Computer Vision in Sports

Author: Thomas B. Moeslund

Publisher: Springer

Published: 2015-01-19

Total Pages: 319

ISBN-13: 3319093967

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The first book of its kind devoted to this topic, this comprehensive text/reference presents state-of-the-art research and reviews current challenges in the application of computer vision to problems in sports. Opening with a detailed introduction to the use of computer vision across the entire life-cycle of a sports event, the text then progresses to examine cutting-edge techniques for tracking the ball, obtaining the whereabouts and pose of the players, and identifying the sport being played from video footage. The work concludes by investigating a selection of systems for the automatic analysis and classification of sports play. The insights provided by this pioneering collection will be of great interest to researchers and practitioners involved in computer vision, sports analysis and media production.

Notational Analysis of Sport

Author: Mike Hughes

Publisher: Psychology Press

Published: 2004

Total Pages: 324

ISBN-13: 9780415290043

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This collection of essays and reviews represents the most significant and comprehensive writing on Shakespeare's A Comedy of Errors. Miola's edited work also features a comprehensive critical history, coupled with a full bibliography and photographs of major productions of the play from around the world. In the collection, there are five previously unpublished essays. The topics covered in these new essays are women in the play, the play's debt to contemporary theater, its critical and performance histories in Germany and Japan, the metrical variety of the play, and the distinctly modern perspective on the play as containing dark and disturbing elements. To compliment these new essays, the collection features significant scholarship and commentary on The Comedy of Errors that is published in obscure and difficulty accessible journals, newspapers, and other sources. This collection brings together these essays for the first time.

The AI Revolution in Sports

Author: Mr. Koushik Chatterjee

Publisher: OrangeBooks Publication

Published: 2024-06-28

Total Pages: 108

ISBN-13:

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"The AI Revolution in Sports" delves into the transformative impact of artificial intelligence on the world of athletics. The book explores how AI is revolutionizing sports analytics, enhancing performance through data-driven insights, and transforming training methodologies. By examining real-world examples, it highlights AI's role in injury prevention, game strategy optimization, and fan engagement. From sophisticated algorithms that predict player performance to virtual reality systems that simulate game scenarios, the book showcases the cutting-edge technologies redefining the sports landscape. It also addresses ethical considerations and the future trajectory of AI in sports, making it an essential read for athletes, coaches, and sports enthusiasts eager to understand the profound changes AI is bringing to their favorite games.

AI for Sports

Author: Chris Brady

Publisher: CRC Press

Published: 2022-01-28

Total Pages: 162

ISBN-13: 1000533212

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Performance Analysis in Game Sports: Concepts and Methods

Author: Martin Lames

Publisher: Springer Nature

Published: 2023-10-29

Total Pages: 272

ISBN-13: 3031072502

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This book offers a comprehensive overview on the methods and concepts of theoretical and practical performance analysis. Observational systems for action detection and tracking systems for position detection are introduced, starting from basic methodological principles. The issue of reliability testing is addressed for both methods, and examples of successful applications are provided. The distinction between theoretical and practical performance as essential conceptual achievement is explained in two separate chapters. Most recent theoretical models of game sports are presented, including the dynamical systems perspective, stochastic modelling, and contingency or chance as part of the game. The practical chapter introduces the concept of comprehensive performance analysis as appropriate background. It deals with qualitative methods used for assessing player and team performances, strategy development, and methods and principles of video tactic training for successful transfer of the results of analyses. The book will be of value to all with an interest in the dramatically increasing impact of performance analysis in game sports.