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Artificial Intelligence In Sport Performance Analysis
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Book Synopsis Artificial Intelligence in Sport Performance Analysis by : Duarte Araújo
Download or read book Artificial Intelligence in Sport Performance Analysis written by Duarte Araújo and published by Routledge. This book was released on 2021-04-21 with total page 208 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.
Book Synopsis 13th World Congress of Performance Analysis of Sport and 13th International Symposium on Computer Science in Sport by : Arnold Baca
Download or read book 13th World Congress of Performance Analysis of Sport and 13th International Symposium on Computer Science in Sport written by Arnold Baca and published by Springer Nature. This book was released on 2023-07-12 with total page 197 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.
Book Synopsis Sports Analytics by : Ambikesh Jayal
Download or read book Sports Analytics written by Ambikesh Jayal and published by Routledge. This book was released on 2018-06-12 with total page 236 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.
Book Synopsis Artificial Intelligence in Sport Performance Analysis by : Duarte Araújo
Download or read book Artificial Intelligence in Sport Performance Analysis written by Duarte Araújo and published by Routledge. This book was released on 2021-04-20 with total page 221 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.
Book Synopsis Machine Learning in Team Sports by : Rabiu Muazu Musa
Download or read book Machine Learning in Team Sports written by Rabiu Muazu Musa and published by Springer Nature. This book was released on 2020-02-17 with total page 68 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.
Download or read book AI for Sports written by Chris Brady and published by CRC Press. This book was released on 2022-01-28 with total page 90 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.
Book Synopsis Computer Vision in Sports by : Thomas B. Moeslund
Download or read book Computer Vision in Sports written by Thomas B. Moeslund and published by Springer. This book was released on 2015-01-19 with total page 322 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.
Download or read book Sports Analytics written by A Mansurali and published by Springer. This book was released on 2024-09-25 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book allows readers embark on a journey through the exhilarating world of sports enhanced by the power of data-driven insights. From the nail-biting moments on the field to the strategic decisions behind the scenes, this comprehensive guide unveils the secrets that propel teams to victory and champions to greatness. The authors explore the cutting-edge techniques and methodologies that revolutionize the way we understand and analyze sports performance. From player evaluations to game strategies, injury prevention to fan engagement, this book equips you with the tools to gain a competitive edge in any sport. Whether you're a coach, player, analyst, or simply a passionate fan, this book will change the way you see the game. The book details how to use analytics and machine learning to highlight key performance indicators (KPIs) of sports for analysis. The authors show how to apply various statistical techniques, machine learning and data mining algorithms for on-field and off-field analysis. They go on to show how analytical algorithms are used in the sports ecosystem to derive solutions for the team and leadership, helping team managers and coaches to monitor games and player information through dashboards. The book then shows how to deploy machine learning algorithms for validating and improving teams and players performance. The book is relevant to professionals and academics working in machine learning and data analysis related to sports.
Book Synopsis Computational Intelligence in Sports by : Iztok Fister
Download or read book Computational Intelligence in Sports written by Iztok Fister and published by Springer. This book was released on 2018-12-17 with total page 277 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents recent research on computational intelligence (CI) algorithms in the field of sport. In the modern age, information technologies have greatly reduced the need for human effort in the carrying out of many daily tasks. These technologies have radically influenced the lives of humans, and the information society in general. Unfortunately, these advances have brought with them certain negative effects, including the encouragement of sedentary lifestyles and the attendant health problems such as obesity that these engender. Other modern maladies, chiefly cardiovascular disease, diabetes, and cancer, have also been on the increase. Today, sports are virtually the only activity that still connects modern humans to their original lifestyle, which was based on physical motion. This book tears familiarizing sports scientists with the foundations of computational intelligence, while at the same time presenting the problems that have arisen in the training domain to computer scientists. Lastly, the book proposes the use of an Artificial Sports Trainer designed to enhance the training of modern athletes who cannot afford the considerable expense of hiring a human personal trainer. This intelligent system can monitor performance and design and direct appropriate future training, thus promoting both healthy lifestyles and competitive success in athletes.
Book Synopsis Performance Analysis in Sport by : Miguel-Angel Gomez-Ruano
Download or read book Performance Analysis in Sport written by Miguel-Angel Gomez-Ruano and published by Frontiers Media SA. This book was released on 2020-12-29 with total page 623 pages. Available in PDF, EPUB and Kindle. Book excerpt: This eBook is a collection of articles from a Frontiers Research Topic. Frontiers Research Topics are very popular trademarks of the Frontiers Journals Series: they are collections of at least ten articles, all centered on a particular subject. With their unique mix of varied contributions from Original Research to Review Articles, Frontiers Research Topics unify the most influential researchers, the latest key findings and historical advances in a hot research area! Find out more on how to host your own Frontiers Research Topic or contribute to one as an author by contacting the Frontiers Editorial Office: frontiersin.org/about/contact.
Book Synopsis Essentials of Performance Analysis in Sport by : Mike Hughes
Download or read book Essentials of Performance Analysis in Sport written by Mike Hughes and published by Routledge. This book was released on 2019-12-09 with total page 452 pages. Available in PDF, EPUB and Kindle. Book excerpt: The coaching process is about enhancing performance by providing feedback about the performance to the athlete or team. Researchers have shown that human observation and memory are not reliable enough to provide accurate and objective information for high-performance athletes. Objective measuring tools are necessary to enable the feedback process. These can take the form of video analysis systems post-event, both biomechanical and computerised notation systems, or the use of in-event systems. Essentials of Performance Analysis in Sport 3rd Edition is fully revised with updated existing chapters and the addition of 12 new chapters. It is a comprehensive and authoritative guide to this core discipline of contemporary sport science. The book offers a full description of the fundamental theory of match and performance analysis, using real-world illustrative examples and data throughout. It also explores the applied contexts in which analysis can have a significant influence on performance. To this end the book has been defined by five sections. In Section 1 the background of performance analysis is explained and Section 2 discusses methodologies used in notating sport performance. Current issues of performance analysis applied research, such as chance, momentum theory, perturbations and dynamic systems are explored in Section 3. Profiling, the essential output skill in performance analysis, is examined in depth in Section 4. The book’s final section offers invaluable applied information on careers available for performance analysts. With extended coverage of contemporary issues in performance analysis and contributions from leading performance analysis researchers and practitioners, Essentials of Performance Analysis in Sport 3rd Edition is a complete textbook for any performance analysis course, as well as an invaluable reference for sport science or sport coaching students and researchers, and any coach, analyst or athlete looking to develop their professional insight.
Book Synopsis Notational Analysis of Sport by : Mike Hughes
Download or read book Notational Analysis of Sport written by Mike Hughes and published by Psychology Press. This book was released on 2004 with total page 324 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.
Book Synopsis Data Analytics in Professional Soccer by : Daniel Link
Download or read book Data Analytics in Professional Soccer written by Daniel Link and published by Springer. This book was released on 2018-02-16 with total page 130 pages. Available in PDF, EPUB and Kindle. Book excerpt: Daniel Link explores how data analytics can be used for studying performance in soccer. Based on spatiotemporal data from the German Bundesliga, the six individual studies in this book present innovative mathematical approaches for game analysis and player assessment. The findings can support coaches and analysts to improve performance of their athletes and inspire other researchers to advance the research field of sports analytics.
Book Synopsis Machine Learning in Elite Volleyball by : Rabiu Muazu Musa
Download or read book Machine Learning in Elite Volleyball written by Rabiu Muazu Musa and published by . This book was released on 2021 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: This brief highlights the use of various Machine Learning (ML) algorithms to evaluate training and competitional strategies in Volleyball, as well as to identify high-performance players in the sport. Several psychological elements/strategies coupled with human performance parameters are discussed in view to ascertain their impact on performance in elite Volleyball competitions. It presents key performance indicators as well as human performance parameters that can be used in future evaluation of team performance and players. The details outlined in this brief are vital to coaches, club managers, talent identification experts, performance analysts as well as other important stakeholders in the evaluation of performance and to foster improvement in this sport.
Book Synopsis Machine Learning and Data Mining for Sports Analytics by : Ulf Brefeld
Download or read book Machine Learning and Data Mining for Sports Analytics written by Ulf Brefeld and published by Springer Nature. This book was released on 2020-12-09 with total page 141 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed post-conference proceedings of the 7th International Workshop on Machine Learning and Data Mining for Sports Analytics, MLSA 2020, colocated with ECML/PKDD 2020, in Ghent, Belgium, in September 2020. Due to the COVID-19 pandemic the conference was held online. The 11 papers presented were carefully reviewed and selected from 22 submissions. The papers present a variety of topics within the area of sports analytics, including tactical analysis, outcome predictions, data acquisition, performance optimization, and player evaluation.
Book Synopsis Performance Analysis in Game Sports: Concepts and Methods by : Martin Lames
Download or read book Performance Analysis in Game Sports: Concepts and Methods written by Martin Lames and published by Springer Nature. This book was released on 2023-10-29 with total page 272 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.
Book Synopsis Performance Analysis of Sport IX by : Derek M. Peters
Download or read book Performance Analysis of Sport IX written by Derek M. Peters and published by Routledge. This book was released on 2013-10-08 with total page 350 pages. Available in PDF, EPUB and Kindle. Book excerpt: Performance analysis techniques help coaches, athletes and sport science support officers to develop a better understanding of sport performance and therefore to devise more effective methods for improving that performance. Performance Analysis of Sport IX is the latest in a series of volumes that showcase the very latest scientific research into performance analysis, helping to bridge the gap between theory and practice in sport. Drawing on data from a wide variety of sports, the book covers every key topic and sub-discipline in performance analysis, including: analysis of technique technical effectiveness tactical evaluation studying patterns of play motor learning and feedback work rate and physical demands performance analysis technology analysis of elite athletes and teams effectiveness of performance analysis support observational analysis of injury risk analysis of referees Effective performance analysis is now an essential component of the high performance strategy of any elite sport team or individual athlete. This book is therefore essential reading for any advanced student or researcher working in performance analysis, and invaluable reading for any sport science support officer, coach or athletic trainer looking for ways to improve their work with athletes
