Data Mining and Machine Learning in Sports: Success Metrics for Elite Goalkeepers in European Football Leagues

Musa, Rabiu Muazu, Majeed, Anwar P. P. Abdul, Ab Rasid, Aina Munirah

Data Mining and Machine Learning in Sports: Success Metrics for Elite Goalkeepers in European Football Leagues
  • 出版商: Springer
  • 出版日期: 2024-02-17
  • 售價: $2,190
  • 貴賓價: 9.5 折 $2,081
  • 語言: 英文
  • 頁數: 55
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 9819977614
  • ISBN-13: 9789819977611
  • 相關分類: Machine Learning、Data-mining

    • 海外代購書籍(需單獨結帳)

相關主題

商品描述

This brief highlights the factors associated with good goalkeeping techniques and their impact on goalkeepers' performance in elite European football leagues. The goalkeeping performances of 1600 goalkeepers from five consecutive seasons across the English Premier League, Spanish La Liga, Italian Serie A, and German Bundesliga are studied. The findings from this brief are useful for identifying the success metrices of top-class goalkeepers that help stakeholders to devise strategies to further enhance their performances and empower talent identification experts with pertinent information for mapping out future high-performance goalkeepers.

商品描述(中文翻譯)

這份簡報突顯了與良好守門技術相關的因素及其對精英歐洲足球聯賽守門員表現的影響。研究了來自英超聯賽、西班牙甲級聯賽、意大利甲級聯賽和德國甲級聯賽五個連續賽季的1600名守門員的表現。這份簡報的發現對於識別頂級守門員的成功指標非常有用，幫助利益相關者制定策略以進一步提升他們的表現，並為人才識別專家提供相關資訊，以規劃未來的高效能守門員。

作者簡介

Dr. Rabiu Muazu Musa holds a PhD in Sports Science from Universiti Sultan Zainal Abidin (UniSZA), Malaysia. He obtained his MSc in Sports Science from UniSZA and his BSc in Physical and Health Education at Bayero University Kano, Nigeria. He is currently a senior lecturer at the Centre for Fundamental and Continuing Education, Universiti Malaysia Terengganu. His research activity focuses on the development of multivariate and machine-learning models for athletic performance. His research interests include sports performance analysis, health promotion, sport

and exercise science, talent identification, test, and measurement as well as machine learning in sports.


Dr. Anwar P.P. Abdul Majeed graduated with a first-class honours B.Eng. in Mechanical Engineering from Universiti

Teknologi MARA (UiTM), Malaysia. He obtained an MSc. in Nuclear Engineering from Imperial College London, United Kingdom. He then received his PhD inRehabilitation Robotics from the Universiti Malaysia Pahang (UMP). He is currently serving as an Associate Professor at the School of Robotics, XJTLU. Prior to joining XJTLU, he was a Senior Lecturer (Assistant Professor) and the Head of Programme (Bachelor of Manufacturing Engineering Technology (Industrial Automation)) at the Faculty of Manufacturing and Mechatronics Engineering Technology, UMP. He is also currently serving as an adjunct lecturer at UCSI University, Malaysia. Dr Anwar is also a Visiting Research Fellow at EUREKA Robotics Centre, Cardiff Metropolitan University, UK. His research interest

includes rehabilitation robotics, computational mechanics, applied mechanics, sports engineering, renewable and nuclear energy, sports performance analysis as well as machine learning.


Ms. Aina Munirah Ab Rasid has an academic background in health psychology, specializing in sport science.

She completed her master's degree at UniversitiMalaysia Terengganu, focusing on the practical application of sport science principles. Prior to her master's degree, she earned a bachelor's degree in biomedical Electronics Engineering from Universiti Malaysia Perlis in 2020. Driven by her passion for sports, Aina decided to pursue advanced studies in sports science, utilizing her engineering background to explore various facets of the field, including performance analysis, sports analytics, sports biomechanics, and instrumentation in sports.


Dr. Mohamad Razali Abdullah obtained his Bachelor of Physical Education in 1989 from Universiti Putra Malaysia (UPM). He obtained his MSc in Sport and Exercise Science from the University of Wales Institute, Cardiff in 1998 and in 2007 he received his PhD in Sports Science from UPM. His research interests include motor control, sports biomechanics, motor performance and machine learning in sports. He is currently an Associate Professor at the Faculty of Health Science Universiti Sultan Zainal Abidin, Terengganu, Malaysia

作者簡介(中文翻譯)

Dr. Rabiu Muazu Musa 擁有馬來西亞蘇丹再納阿比丁大學 (Universiti Sultan Zainal Abidin, UniSZA) 的運動科學博士學位。他在 UniSZA 獲得運動科學碩士學位，並在尼日利亞卡諾的巴耶羅大學 (Bayero University Kano) 獲得體育與健康教育學士學位。他目前是馬來西亞登嘉樓大學 (Universiti Malaysia Terengganu) 基礎與持續教育中心的高級講師。他的研究活動專注於運動表現的多變量和機器學習模型的開發。他的研究興趣包括運動表現分析、健康促進、運動與運動科學、人才識別、測試與測量，以及運動中的機器學習。

Dr. Anwar P.P. Abdul Majeed 以一級榮譽學位畢業於馬來西亞科技大學 (Universiti Teknologi MARA, UiTM) 的機械工程學士學位。他在英國倫敦帝國學院 (Imperial College London) 獲得核能工程碩士學位，隨後在馬來西亞彭亨大學 (Universiti Malaysia Pahang, UMP) 獲得康復機器人學博士學位。他目前擔任西交利物浦大學 (XJTLU) 機器人學院的副教授。在加入 XJTLU 之前，他曾擔任 UMP 製造與機電工程技術學院的高級講師（助理教授）及課程負責人（製造工程技術（工業自動化）學士學位）。他目前也在馬來西亞 UCSI 大學擔任兼任講師。Dr. Anwar 也是英國卡迪夫城市大學 (Cardiff Metropolitan University) EUREKA 機器人中心的訪問研究員。他的研究興趣包括康復機器人、計算力學、應用力學、運動工程、可再生與核能、運動表現分析以及機器學習。

Ms. Aina Munirah Ab Rasid 擁有健康心理學的學術背景，專注於運動科學。她在馬來西亞登嘉樓大學完成碩士學位，專注於運動科學原則的實際應用。在攻讀碩士學位之前，她於 2020 年在馬來西亞玻璃大學 (Universiti Malaysia Perlis) 獲得生物醫學電子工程學士學位。出於對運動的熱情，Aina 決定在運動科學領域進行深造，利用她的工程背景探索該領域的各個方面，包括表現分析、運動分析、運動生物力學和運動儀器。

Dr. Mohamad Razali Abdullah 於 1989 年在馬來西亞普特拉大學 (Universiti Putra Malaysia, UPM) 獲得體育學士學位。他於 1998 年在威爾士大學卡迪夫學院 (University of Wales Institute, Cardiff) 獲得運動與運動科學碩士學位，並於 2007 年在 UPM 獲得運動科學博士學位。他的研究興趣包括運動控制、運動生物力學、運動表現以及運動中的機器學習。他目前是馬來西亞蘇丹再納阿比丁大學健康科學院的副教授。

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