Artificial Intelligence and Machine Learning in Sports Science
暫譯: 運動科學中的人工智慧與機器學習

Memmert, Daniel

  • 出版商: Springer
  • 出版日期: 2025-07-23
  • 售價: $3,650
  • 貴賓價: 9.5$3,468
  • 語言: 英文
  • 頁數: 327
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 3662701545
  • ISBN-13: 9783662701546
  • 相關分類: Machine LearningDeepLearning
  • 海外代購書籍(需單獨結帳)

相關主題

商品描述

This professional book is one of the first book publications providing a comprehensive overview of how artificial intelligence (AI) and machine learning (ML) are used in the context of sports science research and sports practice.

In addition to the basics of AI and ML, various applications are described, including self-learning algorithms for analyzing athletes' movement patterns and intelligent wearables that provide real-time data. By integrating big data, game results, fitness parameters and individual performance can be analyzed in detail, leading to new developments in research. There are many opportunities for future research activities, e.g. performance analysis to prevent injuries and personalized training methods.

More than 25 experts help to cover a wide range of topics related to AI and ML and concisely summarize the latest state of research. Various topics are clustered in overarching book sections, including general basics, metrics in team sports, metrics in individual sports and applications in sports science.

An outlook also addresses ethical issues concerning the use of AI and ML in sport and their responsible application. Overall, professionals and researchers in the fields of sports informatics, sports technology, exercise science and sports medicine are provided with a comprehensive reference work with practical examples of an innovative field of research.

商品描述(中文翻譯)

這本專業書籍是首批提供人工智慧(AI)和機器學習(ML)在運動科學研究及運動實踐中應用的全面概述的書籍之一。

除了AI和ML的基本概念外,書中描述了各種應用,包括用於分析運動員動作模式的自學演算法以及提供即時數據的智能穿戴設備。透過整合大數據、比賽結果、健身參數和個人表現,可以進行詳細分析,從而促進研究的新發展。未來的研究活動有許多機會,例如性能分析以預防受傷和個性化訓練方法。

超過25位專家協助涵蓋與AI和ML相關的廣泛主題,並簡明扼要地總結最新的研究狀態。各種主題被歸類在總體書籍部分中,包括一般基礎、團隊運動的指標、個人運動的指標以及運動科學中的應用。

書中還探討了有關在運動中使用AI和ML的倫理問題及其負責任的應用。總體而言,運動資訊學、運動技術、運動科學和運動醫學領域的專業人士和研究人員將獲得一本全面的參考書,並提供創新研究領域的實例。

作者簡介

Prof Dr Daniel Memmert is the Executive Head and Professor at the Institute of Exercise Training and Sport Informatics at the German Sport University Cologne. He is the editor and author of numerous textbooks specializing in exercise training, sport psychology and computer science. His institute organizes two certificate courses (Match Analysis Team Cologne and Sport Director in Junior and Amateur Football) and the first international further education Master's course in "Match Analysis".

作者簡介(中文翻譯)

丹尼爾·梅默特教授是德國科隆體育大學運動訓練與運動資訊學研究所的執行主任及教授。他是多本專注於運動訓練、運動心理學和計算機科學的教科書的編輯和作者。他的研究所組織兩個證書課程(科隆比賽分析團隊和青少年及業餘足球運動總監),以及首個國際進修碩士課程「比賽分析」。