Data Analytics in Football: Positional Data Collection, Modelling and Analysis

Memmert, Daniel, Raabe, Dominik

  • 出版商: Routledge
  • 出版日期: 2023-12-22
  • 售價: $2,030
  • 貴賓價: 9.5$1,929
  • 語言: 英文
  • 頁數: 162
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 1032532475
  • ISBN-13: 9781032532479
  • 相關分類: Data Science
  • 海外代購書籍(需單獨結帳)

商品描述

Data Analytics in Football provides students, researchers, and coaches with a firm grounding in the principles of modern performance analysis. It offers an insight into the use of positional data, exploring how they can be collected, modeled, analyzed, and interpreted. Introducing cutting-edge methods, the book challenges long-held assumptions and encourages a new way of thinking about football analysis. The book seeks to define the role of positional data in football match analysis by exploring topics such as the following:

  • What is positional data analysis, and how did it emerge from conventional match analysis?
  • How can positional data be collected, and which technologies can be used?
  • What key performance indicators based on positional data should be used?
  • How can traditional match analysis be complemented by using positional data and advanced KPIs?
  • How can these new methods evolve in the future?

Based on data collected from active leagues and fully revised for the new second edition, the text now also examines data collection in relation to other sports, how a data-driven approach in decision-making is achieved by professional teams, the potential of the new methods of data collection, and how they could evolve in the future.

Accessibly written, packed full of examples from elite football, and supplemented with expert interviews, Data Analytics in Football is a thought-provoking, rigorously evidence-based guide to the use of data analytics in football performance analysis. As such, it is a vital resource for any student, researcher, or coach interested in performance analysis and skill acquisition, or anyone interested in football more generally.

商品描述(中文翻譯)

《足球數據分析》為學生、研究人員和教練提供了現代性能分析原則的堅實基礎。它深入探討了位置數據的使用,探索了它們的收集、建模、分析和解釋方式。本書介紹了尖端方法,挑戰了長期以來的假設,並鼓勵以新的方式思考足球分析。本書旨在通過探討以下主題來界定位置數據在足球比賽分析中的作用:

- 什麼是位置數據分析,它是如何從傳統比賽分析中出現的?
- 如何收集位置數據,可以使用哪些技術?
- 基於位置數據應該使用哪些關鍵績效指標?
- 如何通過使用位置數據和高級KPI來補充傳統比賽分析?
- 這些新方法將如何發展?

本書基於來自活躍聯賽的數據收集,並經過全面修訂以適應新的第二版,現在還探討了與其他運動相關的數據收集,專業團隊在決策中實現數據驅動方法的潛力,新的數據收集方法的潛力以及它們在未來的發展。

本書寫作通俗易懂,充滿了來自頂級足球的例子,並附有專家訪談。作為一本思考性強、嚴謹以證據為基礎的指南,《足球數據分析》對於任何對性能分析和技能獲得感興趣的學生、研究人員或教練,以及對足球有興趣的人來說都是一個重要的資源。

作者簡介

Daniel Memmert is Professor and Executive Head of the Institute of Exercise Training and and Sports Informatics at the German Sport University Cologne, Germany. His scientific work focuses on movement science, sports psychology, and computer science in sports. The institute cooperates with various Bundesliga football teams and DAX companies, and it has organized the first international master's degree course in match analysis and the certificate "Technical Sports Director of Youth Performance Soccer and Amateur Soccer".

Dominik Raabe is Ph.D. student at the German Sport University Cologne, Germany. He holds a Bachelor of Science degree in Cognitive Science from the University of Osnabrück, Germany, and a Master of Science degree in Scientific Computing from the Technical University of Berlin, Germany. He is consulting elite level sports organizations around the globe.

作者簡介(中文翻譯)

Daniel Memmert是德國科隆體育大學運動訓練與運動資訊學院的教授和執行主任。他的科學研究專注於運動科學、運動心理學和運動中的計算機科學。該學院與多個德甲足球隊和DAX公司合作,並組織了第一個國際碩士學位課程,專注於比賽分析,以及“青年表現足球和業餘足球的技術體育總監”證書。

Dominik Raabe是德國科隆體育大學的博士生。他擁有德國奧斯納布呂克大學的認知科學學士學位和柏林工業大學的科學計算碩士學位。他為全球的頂級運動組織提供諮詢服務。