Data Analytics In Football

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Data Analytics in Football

Author : Daniel Memmert,Dominik Raabe
Publisher : Taylor & Francis
Page : 212 pages
File Size : 52,9 Mb
Release : 2023-12-22
Category : Sports & Recreation
ISBN : 9781003817048

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Data Analytics in Football by Daniel Memmert,Dominik Raabe Pdf

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.

Data Analytics in Professional Soccer

Author : Daniel Link
Publisher : Springer
Page : 123 pages
File Size : 44,7 Mb
Release : 2018-02-16
Category : Computers
ISBN : 9783658211776

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Data Analytics in Professional Soccer by Daniel Link Pdf

Daniel Link explores how data analytics can be used for studying performance in soccer. Based on spatiotemporal data from the German Bundesliga, the six individual studies in this book present innovative mathematical approaches for game analysis and player assessment. The findings can support coaches and analysts to improve performance of their athletes and inspire other researchers to advance the research field of sports analytics.

Football Hackers

Author : Christoph Biermann
Publisher : Kings Road Publishing
Page : 289 pages
File Size : 42,8 Mb
Release : 2019-05-30
Category : Sports & Recreation
ISBN : 9781788702355

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Football Hackers by Christoph Biermann Pdf

Well written and thoughtful. Takes us on a tour of some of Europe's most innovative football thinkers - Financial Times The future of football is now. Football's data revolution has only just begun. The arrival of advanced metrics and detailed analysis is already reshaping the modern game. We can now fully assess player performance, analyse the role of luck and measure what really leads to victory. There is no turning back. Now the race is on between football's wealthiest clubs and a group of outsiders, nerds and rule-breakers, who are turning the game on its head with their staggering innovations. Winning is no longer just about what happens out on the pitch, it's now a battle taking place in boardrooms and on screens across international borders with the world's brightest minds driving for an edge over their fiercest rivals. Christoph Biermann has moved in the midst of these disruptive upheavals, talking to scientists, coaches, managers, scouts and psychologists in the world's major clubs, traveling across Europe and the US and revealing the hidden - and often jaw-dropping - truths behind the beautiful game. 'A book full of exciting ideas and inside views on modern football. The most exciting book in an exciting time for football.' Thomas Hitzlsperger

Soccermatics

Author : David Sumpter
Publisher : Bloomsbury Publishing
Page : 288 pages
File Size : 47,8 Mb
Release : 2016-05-05
Category : Mathematics
ISBN : 9781472924155

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Soccermatics by David Sumpter Pdf

'Football looked at in a very different way' Pat Nevin, former Chelsea and Everton star and football media analyst Football – the most mathematical of sports. From shot statistics and league tables to the geometry of passing and managerial strategy, the modern game is filled with numbers, patterns and shapes. How do we make sense of them? The answer lies in the mathematical models applied in biology, physics and economics. Soccermatics brings football and mathematics together in a mind-bending synthesis, using numbers to help reveal the inner workings of the beautiful game. This new and expanded edition analyses the current big-name players and teams using mathematics, and meets the professionals working inside football who use numbers and statistics to boost performance. Welcome to the world of mathematical modelling, expressed brilliantly by David Sumpter through the prism of football. No matter who you follow – from your local non-league side to the big boys of the Premiership, La Liga, the Bundesliga, Serie A or the MLS – you'll be amazed at what mathematics has to teach us about the world's favourite sport.

Sports Analytics and Data Science

Author : Thomas W. Miller
Publisher : FT Press
Page : 576 pages
File Size : 50,8 Mb
Release : 2015-11-18
Category : Business & Economics
ISBN : 9780133887419

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Sports Analytics and Data Science by Thomas W. Miller Pdf

This is the eBook of the printed book and may not include any media, website access codes, or print supplements that may come packaged with the bound book. This up-to-the-minute reference will help you master all three facets of sports analytics — and use it to win! Sports Analytics and Data Science is the most accessible and practical guide to sports analytics for everyone who cares about winning and everyone who is interested in data science. You’ll discover how successful sports analytics blends business and sports savvy, modern information technology, and sophisticated modeling techniques. You’ll master the discipline through realistic sports vignettes and intuitive data visualizations–not complex math. Every chapter focuses on one key sports analytics application. Miller guides you through assessing players and teams, predicting scores and making game-day decisions, crafting brands and marketing messages, increasing revenue and profitability, and much more. Step by step, you’ll learn how analysts transform raw data and analytical models into wins: both on the field and in any sports business.

Machine Learning and Data Mining for Sports Analytics

Author : Ulf Brefeld,Jesse Davis,Jan Van Haaren,Albrecht Zimmermann
Publisher : Springer
Page : 179 pages
File Size : 45,8 Mb
Release : 2019-04-06
Category : Computers
ISBN : 9783030172749

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Machine Learning and Data Mining for Sports Analytics by Ulf Brefeld,Jesse Davis,Jan Van Haaren,Albrecht Zimmermann Pdf

This book constitutes the refereed post-conference proceedings of the 5th International Workshop on Machine Learning and Data Mining for Sports Analytics, MLSA 2018, colocated with ECML/PKDD 2018, in Dublin, Ireland, in September 2018. The 12 full papers presented together with 4 challenge papers were carefully reviewed and selected from 24 submissions. The papers present a variety of topics, covering the team sports American football, basketball, ice hockey, and soccer, as well as the individual sports cycling and martial arts. In addition, four challenge papers are included, reporting on how to predict pass receivers in soccer.

Match Analysis

Author : Daniel Memmert
Publisher : Routledge
Page : 380 pages
File Size : 40,5 Mb
Release : 2021-11-14
Category : Health & Fitness
ISBN : 9781000463774

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Match Analysis by Daniel Memmert Pdf

Match analysis is a performance-diagnostic procedure, which can be used to carry out systematic gaming analysis during competition and training. The analysis of team and racket sports, whether in competition, for opponent preparation (match plan), follow-up, or training is nowadays indispensable in many sports games at different levels. This analysis nevertheless presents many open questions and problem areas: Which data should be used? Who manages the data? Who provides whom with which information? How is this information presented, digested, and applied? The more complex and anonymous the data management is, the more commercial, expensive, and uncontrollable information management and provision becomes. Match Analysis: How to Use Data in Professional Sport is the first book to examine this topic through three types of data sets; video, event, and position data and show how to interpret this data and apply the findings for better team and individual sport performance. This innovative new volume is key reading for researchers, students, and practitioners alike in the fields of Coaching, Performance Analysis, Sport Management, and related specific sport disciplines.

Digitalization, Digital Transformation and Sustainability in the Global Economy

Author : Tim A. Herberger,Jörg J. Dötsch
Publisher : Springer Nature
Page : 185 pages
File Size : 51,7 Mb
Release : 2021-07-27
Category : Business & Economics
ISBN : 9783030773403

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Digitalization, Digital Transformation and Sustainability in the Global Economy by Tim A. Herberger,Jörg J. Dötsch Pdf

This book highlights the opportunities and risks of digitalization and digital transformation for our global economy at both the micro and macro level. Experts from various fields, presenting both scientific and practice-oriented perspectives, identify and critically analyse areas of tension and development potential in connection with new business models and sustainability efforts in our society. It is divided into four parts, the first of which highlights new technological advances in areas such as blockchain, cryptocurrencies and fintechs, and discusses the challenges they pose for public regulation. The second part illustrates digitalization’s effects on and potential advantages for public welfare, focusing on key areas such as education, health and smart cities. The third part focuses on challenges for corporate and public management, particularly for leadership and Corporate Social Responsibility, while the fourth part discusses new dimensions for analysis based on big data. The contributions gathered here are partly an outcome of the International Conference on Digitalization, Digital Transformation and Sustainability held in Budapest in October 2020 and generously supported by the Hanns Seidel Foundation.

Analytic Methods in Sports

Author : Thomas A. Severini
Publisher : CRC Press
Page : 327 pages
File Size : 48,9 Mb
Release : 2020-04-15
Category : Mathematics
ISBN : 9781000050943

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Analytic Methods in Sports by Thomas A. Severini Pdf

One of the greatest changes in the sports world in the past 20 years has been the use of mathematical methods to analyze performances, recognize trends and patterns, and predict results. Analytic Methods in Sports: Using Mathematics and Statistics to Understand Data from Baseball, Football, Basketball, and Other Sports, Second Edition provides a concise yet thorough introduction to the analytic and statistical methods that are useful in studying sports. The book gives you all the tools necessary to answer key questions in sports analysis. It explains how to apply the methods to sports data and interpret the results, demonstrating that the analysis of sports data is often different from standard statistical analyses. The book integrates a large number of motivating sports examples throughout and offers guidance on computation and suggestions for further reading in each chapter. Features Covers numerous statistical procedures for analyzing data based on sports results Presents fundamental methods for describing and summarizing data Describes aspects of probability theory and basic statistical concepts that are necessary to understand and deal with the randomness inherent in sports data Explains the statistical reasoning underlying the methods Illustrates the methods using real data drawn from a wide variety of sports Offers many of the datasets on the author’s website, enabling you to replicate the analyses or conduct related analyses New to the Second Edition R code included for all calculations A new chapter discussing several more advanced methods, such as binary response models, random effects, multilevel models, spline methods, and principal components analysis, and more Exercises added to the end of each chapter, to enable use for courses and self-study

Applied Sport Business Analytics

Author : Christopher Atwater,Robert E. Baker,Ted Kwartler
Publisher : Human Kinetics
Page : 218 pages
File Size : 47,9 Mb
Release : 2022-03-17
Category : Sports administration
ISBN : 9781492598534

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Applied Sport Business Analytics by Christopher Atwater,Robert E. Baker,Ted Kwartler Pdf

"This book addresses the fundamental use of analytical metrics to inform sport managers, framing sport analytics for practical use within organizations. The book is organized to present the background of sport analytics, why it is useful, selected techniques and tools employed, and its applications in sport organizations. The text guides the reader in selecting and communicating information in a useable format, and the translation of metrics in informing managers, guiding decisions, and maximizing efficiency in achieving desired outcomes"--

Critical Issues in Global Sport Management

Author : Nico Schulenkorf,Stephen Frawley
Publisher : Taylor & Francis
Page : 298 pages
File Size : 50,7 Mb
Release : 2016-10-04
Category : Sports & Recreation
ISBN : 9781317434641

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Critical Issues in Global Sport Management by Nico Schulenkorf,Stephen Frawley Pdf

The social, cultural and economic significance of sport has never been more evident than it is today. Adopting a critical management perspective, this book examines the most important themes and challenges in global sport management. From match-fixing, doping, bribery and corruption to corporate social responsibility, governance, and new media, it helps students, researchers and practitioners to understand the changing face of the global sport industry. Written by leading international sport management experts, Critical Issues in Global Sport Management includes twenty chapters and real-life case studies from around the world. It examines contemporary governance and management issues as well as the ethical challenges faced by the global sport industry, including questions of integrity and accountability in recent drug scandals that have been widely reported and debated. This book deals with such questions and many more, highlighting the fact that the global sport system is in urgent need of new and innovative solutions to these ongoing problems. Based on cutting-edge research from the US, UK, Australia, Europe and beyond, this book will add depth and currency to any course in sport management, sport business, sport development, or sport events.

The Expected Goals Philosophy

Author : James Tippett
Publisher : Unknown
Page : 222 pages
File Size : 53,7 Mb
Release : 2019-11-08
Category : Electronic
ISBN : 1089883188

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The Expected Goals Philosophy by James Tippett Pdf

The Expected Goals method is football's best-kept secret. The metric gives unparalleled insight into which teams and players are performing at the highest level. Professional gamblers have used Expected Goals to make millions through football betting. Club scouts have used Expected Goals to identify hidden gems in the transfer market. And the media have recently started using Expected Goals to offer more profound insight in their broadcasts. Despite this, most ordinary fans still don't understand what the Expected Goals method is - or appreciate the significant impact that it is set to have on the sport in coming years. Expected Goals (otherwise known as xG) was originally conjured up by a small corner of the online football analytics community. It didn't take long for professional gamblers to begin using xG to predict match outcomes. These bettors utilised the Expected Goals method to turn over hundreds of millions of pounds from the bookmakers. Before long, football clubs had caught on to the ground-breaking insight given by xG. Brentford FC were leaders in this field, managing to assemble a Play-Off-reaching squad on a shoe-string budget. In the last five years, the small West London side have turned over more than £100m in transfer revenue from their use of the Expected Goals method in player recruitment. More recently, the Expected Goals method has been adopted by the media as a form of insight. Fans are finally catching on to the pioneering means of football analysis. Soon enough, anyone who doesn't understand the Expected Goals philosophy will be left behind. "This book will make you watch football differently" - Tobias Pedersen "Possibly the most ground-breaking football book ever written" - Football Impact "A brilliant account of the history and future of Expected Goals" - StatShot

The Numbers Game

Author : Chris Anderson,David Sally
Publisher : Penguin
Page : 402 pages
File Size : 47,9 Mb
Release : 2013-07-30
Category : Sports & Recreation
ISBN : 9780143124566

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The Numbers Game by Chris Anderson,David Sally Pdf

Moneyball meets Freakonomics in this myth-busting guide to understanding—and winning—the most popular sport on the planet. Innovation is coming to soccer, and at the center of it all are the numbers—a way of thinking about the game that ignores the obvious in favor of how things actually are. In The Numbers Game, Chris Anderson, a former professional goalkeeper turned soccer statistics guru, teams up with behavioral analyst David Sally to uncover the numbers that really matter when it comes to predicting a winner. Investigating basic but profound questions—How valuable are corners? Which goal matters most? Is possession really nine-tenths of the law? How should a player’s value be judged?—they deliver an incisive, revolutionary new way of watching and understanding soccer.

Football Analytics with Python & R

Author : Eric A. Eager,Richard A. Erickson
Publisher : "O'Reilly Media, Inc."
Page : 352 pages
File Size : 41,6 Mb
Release : 2023-08-15
Category : Computers
ISBN : 9781492099598

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Football Analytics with Python & R by Eric A. Eager,Richard A. Erickson Pdf

Baseball is not the only sport to use "moneyball." American football fans, teams, and gamblers are increasingly using data to gain an edge against the competition. Professional and college teams use data to help select players and identify team needs. Fans use data to guide fantasy team picks and strategies. Sports bettors and fantasy football players are using data to help inform decision making. This concise book provides a clear introduction to using statistical models to analyze football data. Whether your goal is to produce a winning team, dominate your fantasy football league, qualify for an entry-level football analyst position, or simply learn R and Python using fun example cases, this book is your starting place. You'll learn how to: Apply basic statistical concepts to football datasets Describe football data with quantitative methods Create efficient workflows that offer reproducible results Use data science skills such as web scraping, manipulating data, and plotting data Implement statistical models for football data Link data summaries and model outputs to create reports or presentations using tools such as R Markdown and R Shiny And more

How to Win Your NCAA Tournament Pool

Author : Ed Feng
Publisher : Unknown
Page : 128 pages
File Size : 47,9 Mb
Release : 2016-12-16
Category : Electronic
ISBN : 0998442305

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How to Win Your NCAA Tournament Pool by Ed Feng Pdf