Data Mining And Machine Learning In High Performance Sport

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Data Mining and Machine Learning in High-Performance Sport

Author : Rabiu Muazu Musa
Publisher : Springer Nature
ISBN 13 : 9811970491
Total Pages : 63 pages
Book Rating : 4.8/5 (119 download)

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Book Synopsis Data Mining and Machine Learning in High-Performance Sport by : Rabiu Muazu Musa

Download or read book Data Mining and Machine Learning in High-Performance Sport written by Rabiu Muazu Musa and published by Springer Nature. This book was released on 2022-11-05 with total page 63 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book explores the application of data mining and machine learning techniques in studying the activity pattern, decision-making skills, misconducts, and actions resulting in the intervention of VAR in European soccer leagues referees. The game of soccer at the elite level is characterised by intense competitions, a high level of intensity, technical, and tactical skills coupled with a long duration of play. Referees are required to officiate the game and deliver correct and indisputable decisions throughout the duration of play. The increase in the spatial and temporal task demands of the game necessitates that the referees must respond and cope with the physiological and psychological loads inherent in the game. The referees are also required to deliver an accurate decision and uphold the rules and regulations of the game during a match. These demands and attributes make the work of referees highly complex. The increasing pace and complexity of the game resulted in the introduction of the Video Assistant Referee (VAR) to assist and improve the decision-making of on-field referees. Despite the integration of VAR into the current refereeing system, the performances of the referees are yet to be error-free. Machine learning coupled with data mining techniques has shown to be vital in providing insights from a large dataset which could be used to draw important inferences that can aid decision-making for diagnostics purposes and overall performance improvement. A total of 6232 matches from 5 consecutive seasons officiated across the English Premier League, Spanish LaLiga, Italian Serie A as well as the German Bundesliga was studied. It is envisioned that the findings in this book could be useful in recognising the activity pattern of top-class referees, that is non-trivial for the stakeholders in devising strategies to further enhance the performances of referees as well as empower talent identification experts with pertinent information for mapping out future high-performance referees.

Sports Data Mining

Author : Robert P. Schumaker
Publisher : Springer Science & Business Media
ISBN 13 : 1441967303
Total Pages : 144 pages
Book Rating : 4.4/5 (419 download)

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Book Synopsis Sports Data Mining by : Robert P. Schumaker

Download or read book Sports Data Mining written by Robert P. Schumaker and published by Springer Science & Business Media. This book was released on 2010-09-10 with total page 144 pages. Available in PDF, EPUB and Kindle. Book excerpt: Data mining is the process of extracting hidden patterns from data, and it’s commonly used in business, bioinformatics, counter-terrorism, and, increasingly, in professional sports. First popularized in Michael Lewis’ best-selling Moneyball: The Art of Winning An Unfair Game, it is has become an intrinsic part of all professional sports the world over, from baseball to cricket to soccer. While an industry has developed based on statistical analysis services for any given sport, or even for betting behavior analysis on these sports, no research-level book has considered the subject in any detail until now. Sports Data Mining brings together in one place the state of the art as it concerns an international array of sports: baseball, football, basketball, soccer, greyhound racing are all covered, and the authors (including Hsinchun Chen, one of the most esteemed and well-known experts in data mining in the world) present the latest research, developments, software available, and applications for each sport. They even examine the hidden patterns in gaming and wagering, along with the most common systems for wager analysis.

Machine Learning in Team Sports

Author : Rabiu Muazu Musa
Publisher : Springer Nature
ISBN 13 : 9811532192
Total Pages : 68 pages
Book Rating : 4.8/5 (115 download)

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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.

Machine Learning and Data Mining for Sports Analytics

Author : Ulf Brefeld
Publisher : Springer Nature
ISBN 13 : 3031538331
Total Pages : 206 pages
Book Rating : 4.0/5 (315 download)

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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 with total page 206 pages. Available in PDF, EPUB and Kindle. Book excerpt:

NSCA's Essentials of Sport Science

Author : NSCA -National Strength & Conditioning Association
Publisher : Human Kinetics
ISBN 13 : 1492593362
Total Pages : 576 pages
Book Rating : 4.4/5 (925 download)

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Book Synopsis NSCA's Essentials of Sport Science by : NSCA -National Strength & Conditioning Association

Download or read book NSCA's Essentials of Sport Science written by NSCA -National Strength & Conditioning Association and published by Human Kinetics. This book was released on 2021-01-27 with total page 576 pages. Available in PDF, EPUB and Kindle. Book excerpt: Within the domain of sport, the application of science is more apparent than ever before. Not only are universities and academic institutions scientifically investigating sport as one element of human performance, but professional teams, sporting organizations, and private training companies are embracing approaches that use scientific principles to help their athletes and teams gain a competitive edge in sporting competition. The potential for applying science to sport training and sport performance is vast. There is a demand for sport scientists who can collect and convert data into valuable information—information that drives decision making and directly influences performance outcomes. To address this growing need, the world-renowned National Strength and Conditioning Association developed the Certified Performance and Sport Scientist (CPSS) certification, along with the must-have reference for anyone in the field. NSCA’s Essentials of Sport Science features contributions from 52 globally recognized experts and thought leaders from the field of sport science. It is the only resource to go beyond sport science’s foundations—physiology, biochemistry, biomechanics, nutrition, and skill acquisition—to address the use of statistics and broader fields of data science, analytics, and technology management. Readers will explore every aspect of the sport scientist’s role: understanding training theory, performing needs analyses, conducting athlete monitoring and assessment, managing data and analytics, and educating and disseminating information. The integration of these technical skills will guide sport scientists in drawing conclusions that can be used to manipulate training methods and shape competition strategies for the betterment of athletes’ health, well-being, and performance. NSCA’s Essentials of Sport Science offers a holistic overview of the technical expertise, skills, and knowledge required to operate effectively as a modern-day sport scientist. Further, it will help prepare candidates for the NSCA’s CPSS certification exam and aid all sport scientists in acquiring and using the best available evidence—at the right time, in the right environment, and for the right individual—to maximize their performance.

Big Data, Data Mining, and Machine Learning

Author : Jared Dean
Publisher : John Wiley & Sons
ISBN 13 : 1118618041
Total Pages : 293 pages
Book Rating : 4.1/5 (186 download)

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Book Synopsis Big Data, Data Mining, and Machine Learning by : Jared Dean

Download or read book Big Data, Data Mining, and Machine Learning written by Jared Dean and published by John Wiley & Sons. This book was released on 2014-05-27 with total page 293 pages. Available in PDF, EPUB and Kindle. Book excerpt: With big data analytics comes big insights into profitability Big data is big business. But having the data and the computational power to process it isn't nearly enough to produce meaningful results. Big Data, Data Mining, and Machine Learning: Value Creation for Business Leaders and Practitioners is a complete resource for technology and marketing executives looking to cut through the hype and produce real results that hit the bottom line. Providing an engaging, thorough overview of the current state of big data analytics and the growing trend toward high performance computing architectures, the book is a detail-driven look into how big data analytics can be leveraged to foster positive change and drive efficiency. With continued exponential growth in data and ever more competitive markets, businesses must adapt quickly to gain every competitive advantage available. Big data analytics can serve as the linchpin for initiatives that drive business, but only if the underlying technology and analysis is fully understood and appreciated by engaged stakeholders. This book provides a view into the topic that executives, managers, and practitioners require, and includes: A complete overview of big data and its notable characteristics Details on high performance computing architectures for analytics, massively parallel processing (MPP), and in-memory databases Comprehensive coverage of data mining, text analytics, and machine learning algorithms A discussion of explanatory and predictive modeling, and how they can be applied to decision-making processes Big Data, Data Mining, and Machine Learning provides technology and marketing executives with the complete resource that has been notably absent from the veritable libraries of published books on the topic. Take control of your organization's big data analytics to produce real results with a resource that is comprehensive in scope and light on hyperbole.

Artificial Intelligence in Sport Performance Analysis

Author : Duarte Araújo
Publisher : Routledge
ISBN 13 : 1000380122
Total Pages : 221 pages
Book Rating : 4.0/5 (3 download)

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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 2021-04-20 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.

Data Mining

Author : Ian H. Witten
Publisher : Elsevier
ISBN 13 : 0080890369
Total Pages : 665 pages
Book Rating : 4.0/5 (88 download)

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Book Synopsis Data Mining by : Ian H. Witten

Download or read book Data Mining written by Ian H. Witten and published by Elsevier. This book was released on 2011-02-03 with total page 665 pages. Available in PDF, EPUB and Kindle. Book excerpt: Data Mining: Practical Machine Learning Tools and Techniques, Third Edition, offers a thorough grounding in machine learning concepts as well as practical advice on applying machine learning tools and techniques in real-world data mining situations. This highly anticipated third edition of the most acclaimed work on data mining and machine learning will teach you everything you need to know about preparing inputs, interpreting outputs, evaluating results, and the algorithmic methods at the heart of successful data mining. Thorough updates reflect the technical changes and modernizations that have taken place in the field since the last edition, including new material on Data Transformations, Ensemble Learning, Massive Data Sets, Multi-instance Learning, plus a new version of the popular Weka machine learning software developed by the authors. Witten, Frank, and Hall include both tried-and-true techniques of today as well as methods at the leading edge of contemporary research. The book is targeted at information systems practitioners, programmers, consultants, developers, information technology managers, specification writers, data analysts, data modelers, database R&D professionals, data warehouse engineers, data mining professionals. The book will also be useful for professors and students of upper-level undergraduate and graduate-level data mining and machine learning courses who want to incorporate data mining as part of their data management knowledge base and expertise. - Provides a thorough grounding in machine learning concepts as well as practical advice on applying the tools and techniques to your data mining projects - Offers concrete tips and techniques for performance improvement that work by transforming the input or output in machine learning methods - Includes downloadable Weka software toolkit, a collection of machine learning algorithms for data mining tasks—in an updated, interactive interface. Algorithms in toolkit cover: data pre-processing, classification, regression, clustering, association rules, visualization

Machine Learning in Elite Volleyball

Author : Rabiu Muazu Musa
Publisher : Springer Nature
ISBN 13 : 9811631921
Total Pages : 58 pages
Book Rating : 4.8/5 (116 download)

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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 Springer Nature. This book was released on 2021-06-18 with total page 58 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.

Artificial Intelligence in Sports, Movement, and Health

Author : Carlo Dindorf
Publisher : Springer Nature
ISBN 13 : 3031672569
Total Pages : 266 pages
Book Rating : 4.0/5 (316 download)

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Book Synopsis Artificial Intelligence in Sports, Movement, and Health by : Carlo Dindorf

Download or read book Artificial Intelligence in Sports, Movement, and Health written by Carlo Dindorf and published by Springer Nature. This book was released on with total page 266 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Sports Analytics

Author : A. Mansurali
Publisher : Springer Nature
ISBN 13 : 3031635736
Total Pages : 241 pages
Book Rating : 4.0/5 (316 download)

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Book Synopsis Sports Analytics by : A. Mansurali

Download or read book Sports Analytics written by A. Mansurali and published by Springer Nature. This book was released on with total page 241 pages. Available in PDF, EPUB and Kindle. Book excerpt:

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

Author : Arnold Baca
Publisher : Springer Nature
ISBN 13 : 3031317726
Total Pages : 197 pages
Book Rating : 4.0/5 (313 download)

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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.

The 2021 International Conference on Smart Technologies and Systems for Internet of Things

Author : Ishfaq Ahmad
Publisher : Springer Nature
ISBN 13 : 9811936323
Total Pages : 818 pages
Book Rating : 4.8/5 (119 download)

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Book Synopsis The 2021 International Conference on Smart Technologies and Systems for Internet of Things by : Ishfaq Ahmad

Download or read book The 2021 International Conference on Smart Technologies and Systems for Internet of Things written by Ishfaq Ahmad and published by Springer Nature. This book was released on 2022-07-02 with total page 818 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book contains papers presented at the 2021 International Conference on Smart Technologies and Systems for Internet of Things, held on November 26–27, 2021, in Shanghai, China. It covers topics like distributed processing for sensor data in CPS networks, approximate reasoning and pattern recognition for CPS networks, distributed processing in mobile networking, data analytics for social media sensor data integration, data platforms for efficient integration with CPS networks, virtualized and cloud-oriented resources for data processing for CPS networks, machine learning algorithms for CPS networks, data security and privacy in CPS networks, sensor fusion algorithms, sensor signal processing, data acquisition and preprocessing technology, intelligent computing, data mining methods and algorithms, big data system solutions and tools platform, intelligent control and intelligent management, and operational situation awareness utilizing big data-driven intelligence. It caters to postgraduate students, researchers, and practitioners specializing and working in related areas.

Wearable Sensor Technology for Monitoring Training Load and Health in the Athletic Population

Author : Billy Sperlich
Publisher : Frontiers Media SA
ISBN 13 : 2889634620
Total Pages : 311 pages
Book Rating : 4.8/5 (896 download)

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Book Synopsis Wearable Sensor Technology for Monitoring Training Load and Health in the Athletic Population by : Billy Sperlich

Download or read book Wearable Sensor Technology for Monitoring Training Load and Health in the Athletic Population written by Billy Sperlich and published by Frontiers Media SA. This book was released on 2020-02-13 with total page 311 pages. Available in PDF, EPUB and Kindle. Book excerpt: Several internal and external factors have been identified to estimate and control the psycho-biological stress of training in order to optimize training responses and to avoid fatigue, overtraining and other undesirable health effects of an athlete. An increasing number of lightweight sensor-based wearable technologies (“wearables”) have entered the sports technology market. Non-invasive sensor-based wearable technologies could transmit physical, physiological and biological data to computing platform and may provide through human-machine interaction (smart watch, smartphone, tablet) bio-feedback of various parameters for training load management and health. However, in theory, several wearable technologies may assist to control training load but the assessment of accuracy, reliability, validity, usability and practical relevance of new upcoming technologies for the management of training load is paramount for optimal adaptation and health.

Artificial Intelligence in HCI

Author : Helmut Degen
Publisher : Springer Nature
ISBN 13 : 3031358945
Total Pages : 638 pages
Book Rating : 4.0/5 (313 download)

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Book Synopsis Artificial Intelligence in HCI by : Helmut Degen

Download or read book Artificial Intelligence in HCI written by Helmut Degen and published by Springer Nature. This book was released on 2023-07-08 with total page 638 pages. Available in PDF, EPUB and Kindle. Book excerpt: This double volume book set constitutes the refereed proceedings of 4th International Conference, AI-HCI 2023, held as part of the 25th International Conference, HCI International 2023, which was held virtually in Copenhagen, Denmark in July 2023. The total of 1578 papers and 396 posters included in the HCII 2023 proceedings was carefully reviewed and selected from 7472 submissions. The first volume focuses on topics related to Human-Centered Artificial Intelligence, explainability, transparency and trustworthiness, ethics and fairness, as well as AI-supported user experience design. The second volume focuses on topics related to AI for language, text, and speech-related tasks, human-AI collaboration, AI for decision-support and perception analysis, and innovations in AI-enabled systems.

Artificial Intelligence to Analyze Psychophysical and Human Lifestyle

Author : Gunjan Chhabra
Publisher : Springer Nature
ISBN 13 : 9819930391
Total Pages : 156 pages
Book Rating : 4.8/5 (199 download)

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Book Synopsis Artificial Intelligence to Analyze Psychophysical and Human Lifestyle by : Gunjan Chhabra

Download or read book Artificial Intelligence to Analyze Psychophysical and Human Lifestyle written by Gunjan Chhabra and published by Springer Nature. This book was released on 2023-09-19 with total page 156 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is about the use of technology/artificial intelligence in the areas of human behavior and psychology, health and nutrition, and fitness and sports. Everybody has his/her own lifestyle but may not necessarily be aware of what constitutes a healthy lifestyle. Knowledge gained from the Internet may be scattered and inaccurate and, if adhered to, may lead to loss of life. The COVID-19 pandemic increased people's awareness of the need for a healthy lifestyle but how to adopt a healthy lifestyle is something to be clarified since every individual is different (body type, situation, etc.), and hence, their needs will be different as well. This book addresses such questions and explores how the use of technology in the areas mentioned above can enable each individual to easily achieve a healthy lifestyle.

Proceedings of the 14th International Symposium on Computer Science in Sport (IACSS 2023)

Author : Hui Zhang
Publisher : Springer Nature
ISBN 13 : 9819728983
Total Pages : 184 pages
Book Rating : 4.8/5 (197 download)

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Book Synopsis Proceedings of the 14th International Symposium on Computer Science in Sport (IACSS 2023) by : Hui Zhang

Download or read book Proceedings of the 14th International Symposium on Computer Science in Sport (IACSS 2023) written by Hui Zhang and published by Springer Nature. This book was released on with total page 184 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is a compilation of selected papers from the 14th International Symposium on Computer Science in Sport (IACSS 2023), held on September 27-30, 2023 in Hangzhou, China. The work focuses on the application of computer science and technology in the field of sports (such as intelligent data collection, data mining, visual analysis of game data, virtual reality, machine learning, computer vision, match prediction models and performance analysis). The contents make valuable contributions to academic researchers, college students, coaches and athletes, and sports management personnel (such as managers of sports associations, training bases, and professional clubs). Additionally, readers will encounter new ideas for realizing a more efficient and convenient training and exercise system.