Machine Learning in Elite Volleyball

Machine Learning in Elite Volleyball PDF Author: Rabiu Muazu Musa
Publisher: Springer Nature
ISBN: 9811631921
Category : Computers
Languages : en
Pages : 58

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Book Description
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.

Machine Learning in Elite Volleyball

Machine Learning in Elite Volleyball PDF Author: Rabiu Muazu Musa
Publisher: Springer Nature
ISBN: 9811631921
Category : Computers
Languages : en
Pages : 58

Get Book Here

Book Description
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.

Data Mining and Machine Learning in High-Performance Sport

Data Mining and Machine Learning in High-Performance Sport PDF Author: Rabiu Muazu Musa
Publisher: Springer Nature
ISBN: 9811970491
Category : Technology & Engineering
Languages : en
Pages : 63

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Book Description
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.​

Artificial Intelligence in Sports, Movement, and Health

Artificial Intelligence in Sports, Movement, and Health PDF Author: Carlo Dindorf
Publisher: Springer Nature
ISBN: 3031672569
Category :
Languages : en
Pages : 266

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Book Description


Machine Learning and Data Mining for Sports Analytics

Machine Learning and Data Mining for Sports Analytics PDF Author: Ulf Brefeld
Publisher: Springer Nature
ISBN: 3031275276
Category : Computers
Languages : en
Pages : 135

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Book Description
This book constitutes the refereed proceedings of the 9th International Workshop on Machine Learning and Data Mining for Sports Analytics, MLSA 2022, held in Grenoble, France, during September 19, 2022. The 10 full papers included in this book were carefully reviewed and selected from 18 submissions. They were organized in topical sections as follows: Football, Racket sports, Cycling.

Machine Learning for Advanced Functional Materials

Machine Learning for Advanced Functional Materials PDF Author: Nirav Joshi
Publisher: Springer Nature
ISBN: 9819903939
Category : Science
Languages : en
Pages : 306

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Book Description
This book presents recent advancements of machine learning methods and their applications in material science and nanotechnologies. It provides an introduction to the field and for those who wish to explore machine learning in modeling as well as conduct data analyses of material characteristics. The book discusses ways to enhance the material’s electrical and mechanical properties based on available regression methods for supervised learning and optimization of material attributes. In summary, the growing interest among academics and professionals in the field of machine learning methods in functional nanomaterials such as sensors, solar cells, and photocatalysis is the driving force for behind this book. This is a comprehensive scientific reference book on machine learning for advanced functional materials and provides an in-depth examination of recent achievements in material science by focusing on topical issues using machine learning methods.

Machine Learning in Team Sports

Machine Learning in Team Sports PDF Author: Rabiu Muazu Musa
Publisher: Springer Nature
ISBN: 9811532192
Category : Technology & Engineering
Languages : en
Pages : 68

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Book Description
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 Approaches to Human Movement Analysis

Machine Learning Approaches to Human Movement Analysis PDF Author: Matteo Zago
Publisher: Frontiers Media SA
ISBN: 2889665615
Category : Science
Languages : en
Pages : 328

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Book Description


Machine Learning in Sports

Machine Learning in Sports PDF Author: Rabiu Muazu Musa
Publisher: Springer
ISBN: 9811325928
Category : Technology & Engineering
Languages : en
Pages : 53

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Book Description
This brief highlights the association of different performance variables that influences archery performance and the employment of different machine learning algorithms in the identification of potential archers. The sport of archery is often associated with a myriad of performance indicators namely bio-physiological, psychological, anthropometric as well as physical fitness. Traditionally, the determination of potential archers is carried out by means of conventional statistical techniques. Nonetheless, such methods often fall short in associating non-linear relationships between the variables. This book explores the notion of machine learning that is capable of mitigating the aforesaid issue. This book is valuable for coaches and managers in identifying potential archers during talent identification programs.​

Intelligent Human Computer Interaction

Intelligent Human Computer Interaction PDF Author: Bong Jun Choi
Publisher: Springer Nature
ISBN: 3031538277
Category :
Languages : en
Pages : 450

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Book Description


NSCA's Essentials of Sport Science

NSCA's Essentials of Sport Science PDF Author: Duncan N. French
Publisher: Human Kinetics Publishers
ISBN: 1492593354
Category : Health & Fitness
Languages : en
Pages : 576

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Book Description
NSCA's Essentials of Sport Science provides the most contemporary and comprehensive overview of the field of sport science and the role of the sport scientist. It is a primary preparation resource for the Certified Performance and Sport Scientist (CPSS) certification exam.