Computational Metrics for Soccer Analysis PDF Download

Author: Filipe Manuel Clemente
Publisher: Springer
ISBN: 3319590294
Category : Technology & Engineering
Languages : en
Pages : 79

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Book Description
This book provides an account of the use of computational tactical metrics in improving sports analysis, in particular the use of Global Positioning System (GPS) data in soccer. As well as offering a practical perspective on collective behavioural analysis, it introduces the computational metrics available in the literature that allow readers to identify collective behaviour and patterns of play in team sports. These metrics only require the bio-dimensional geo-referencing information from GPS or video-tracking systems to provide qualitative and quantitative information about the tactical behaviour of players and the inter-relationships between teammates and their opponents. Exercises, experimental cases and algorithms enable readers to fully comprehend how to compute these metrics, as well as introducing them to the ultimate performance analysis tool, which is the basis to run them on. The script to compute the metrics is presented in Python. The book is a valuable resource for professional analysts as well students and researchers in the field of sports analysis wanting to optimise the use of GPS trackers in soccer.

Author: Duarte Araújo
Publisher: Routledge
ISBN: 1000380157
Category : Medical
Languages : en
Pages : 208

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Book Description
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.

Author: Filipe Manuel Clemente
Publisher: Springer
ISBN: 3319258559
Category : Technology & Engineering
Languages : en
Pages : 93

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Book Description
Explaining how graph theory and social network analysis can be applied to team sports analysis, This book presents useful approaches, models and methods that can be used to characterise the overall properties of team networks and identify the prominence of each team player. Exploring the different possible network metrics that can be utilised in sports analysis, their possible applications and variances from situation to situation, the respective chapters present an array of illustrative case studies. Identifying the general concepts of social network analysis and network centrality metrics, readers are shown how to generate a methodological protocol for data collection. As such, the book provides a valuable resource for students of the sport sciences, sports engineering, applied computation and the social sciences.

Author: Frutuoso G. M. Silva
Publisher: Springer
ISBN: 331999753X
Category : Technology & Engineering
Languages : en
Pages : 76

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Book Description
This book introduces the ultimate performance analysis tool (uPATO) as a new software to compute social network metrics in the scope of team sports analysis. The reader will identify the algorithms to test the general properties of the team, the co-dependencies and the centrality levels of players, i.e. to evaluate the individual, sub-group, and team performance analysis. As uPATO tool implements the metrics for all options, namely for unweighted graphs, weighted graphs, unweighted digraphs and weighted digraphs, it is also useful for network analysis into other areas beyond team sports. The book assists the reader to compute the metrics and to use it in different scenarios.

Author: Rozaida Ghazali
Publisher: Springer
ISBN: 3319725505
Category : Technology & Engineering
Languages : en
Pages : 518

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Book Description
This book offers a systematic overview of the concepts and practical techniques that readers need to get the most out of their large-scale data mining projects and research studies. It guides them through the data-analytical thinking essential to extract useful information and obtain commercial value from the data. Presenting the outcomes of International Conference on Soft Computing and Data Mining (SCDM-2017), held in Johor, Malaysia on February 6–8, 2018, it provides a well-balanced integration of soft computing and data mining techniques. The two constituents are brought together in various combinations of applications and practices. To thrive in these data-driven ecosystems, researchers, engineers, data analysts, practitioners, and managers must understand the design choice and options of soft computing and data mining techniques, and as such this book is a valuable resource, helping readers solve complex benchmark problems and better appreciate the concepts, tools, and techniques employed.

Author: Beniamino Murgante
Publisher: Springer
ISBN: 3319091441
Category : Computers
Languages : en
Pages : 838

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Book Description
The six-volume set LNCS 8579-8584 constitutes the refereed proceedings of the 14th International Conference on Computational Science and Its Applications, ICCSA 2014, held in Guimarães, Portugal, in June/July 2014. The 347 revised papers presented in 30 workshops and a special track were carefully reviewed and selected from 1167 initial submissions. The 289 papers presented in the workshops cover various areas in computational science ranging from computational science technologies to specific areas of computational science such as computational geometry and security.

Author: Rui Resende
Publisher: Springer Nature
ISBN: 3030639126
Category : Psychology
Languages : en
Pages : 471

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Book Description
This book addresses important topics of coaching in order to better understand what sports coaching is and the challenges that arise when assuming this activity. It provides the reader with useful insights to the field of sports coaching, and discusses topics such as coaching education, areas of intervention, and main challenges. With contributions by experts and well-known authors in the field, this volume presents an up-to-date picture of the scholarship in the coaching field. It introduces key aspects on the future of the science of coaching and provides coach educators, researchers, faculty, and students with new perspectives on topics within the field to help improve their coaching effectiveness.

Author: Ian Franks
Publisher: Meyer & Meyer Sport
ISBN: 178255081X
Category : Sports & Recreation
Languages : en
Pages : 348

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Book Description
Match analysis in soccer has become more and more important in recent years. Nowadays, no professional soccer club plays a single match without having analyzed their own and their opponents’ matches to find the best possible match plan and maximize their success. In this book, Ian M. Franks and Mike Hughes explore soccer analyses and use the results to develop realistic, progressive practices to improve the performance of the individual players and the team. Research from human decision making and motor skill acquisition is directly applied to the coaching process and technical and tactical practices are designed to accommodate these findings. Not only is the players’ behavior during practice and matches analyzed but the coaches’ as well. This helps evaluate different coaching practices to find your ideal coaching style. Any coach reading this book will find help in developing and improving their coaching. Anyone who wishes to delve more into the science of soccer analysis will find ample material as well as a comprehensive bibliography to better understand the science of soccer!

Author: Filipe Manuel Clemente
Publisher: Springer
ISBN: 9811008809
Category : Technology & Engineering
Languages : en
Pages : 140

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Book Description
This book reviews the general acute effects and adaptations of small-sided and conditioned games (SSCGs) in terms of physiological responses, technical performance and methodology/periodization in the game of soccer. It also reviews the many studies conducted in the past decade to investigate the influence of SSCGs on physiological responses and technical performance in soccer training. SSCGs, which are smaller and adapted versions of formal team sports, are very popular training drills for players at all ability levels and competitive levels and offer an alternative to traditional fitness training. Exploring their role in depth, this book offers a valuable resource for academics, researchers and coaches with an interest in developing improved training techniques for soccer.

Author: Osvaldo Gervasi
Publisher: Springer Nature
ISBN: 3030869709
Category : Computers
Languages : en
Pages : 749

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Book Description
​The ten-volume set LNCS 12949 – 12958 constitutes the proceedings of the 21st International Conference on Computational Science and Its Applications, ICCSA 2021, which was held in Cagliari, Italy, during September 13 – 16, 2021. The event was organized in a hybrid mode due to the Covid-19 pandemic.The 466 full and 18 short papers presented in these proceedings were carefully reviewed and selected from 1588 submissions. The books cover such topics as multicore architectures, mobile and wireless security, sensor networks, open source software, collaborative and social computing systems and tools, cryptography, human computer interaction, software design engineering, and others. Part III of the set icludes papers on Information Systems and Technologies and the proceeding of the following workshops: International Workshop on Automatic landform classification: spatial methods and applications (ALCSMA 2021); International Workshop on Application of Numerical Analysis to Imaging Science (ANAIS 2021); International Workshop on Advances in information Systems and Technologies for Emergency management, risk assessment and mitigationbased on the Resilience concepts (ASTER 2021); International Workshop on Advances in Web Based Learning (AWBL 2021).