Computational Metrics for Soccer Analysis

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Beschreibung

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.



Describes the best algorithms to measure collective behavior in soccer and other team sports

Explains how computational metrics based on geo-referencing can be used to identify collective properties of the teams

Clarifies the importance of using the dots to identify patterns

Explores the metrics in experimental cases of soccer



Inhalt
Brief review about computational metrics used in team sports.- How to use the dots to analyze the behavior and the collective organization.- Individual metrics to characterize the player's behavior: variability in the trajectories and external load.- Metrics to measure the center of the team.- Metrics to measure the dispersion of the players.- Metrics to tactical analysis.- The use of computational metrics in case studies: from small-sided games to official 11 vs. 11.

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Produktinformationen

Titel
Computational Metrics for Soccer Analysis
Untertitel
Connecting the dots
Autor
EAN
9783319590288
ISBN
978-3-319-59028-8
Format
Kartonierter Einband
Herausgeber
Springer, Berlin
Genre
Wärme- und Energietechnik
Anzahl Seiten
79
Gewicht
170g
Größe
H7mm x B235mm x T177mm
Jahr
2017
Untertitel
Englisch
Auflage
1st ed. 2018
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