Machine Learning and Data Mining for Sports Analytics

Machine Learning and Data Mining for Sports Analytics
Title Machine Learning and Data Mining for Sports Analytics PDF eBook
Author Ulf Brefeld
Publisher Springer Nature
Total Pages 206
Release
Genre
ISBN 3031538331

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Machine Learning and Data Mining for Sports Analytics

Machine Learning and Data Mining for Sports Analytics
Title Machine Learning and Data Mining for Sports Analytics PDF eBook
Author Ulf Brefeld
Publisher Springer
Total Pages 179
Release 2019-04-06
Genre Computers
ISBN 3030172740

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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.

Machine Learning and Data Mining for Sports Analytics

Machine Learning and Data Mining for Sports Analytics
Title Machine Learning and Data Mining for Sports Analytics PDF eBook
Author Ulf Brefeld
Publisher Springer Nature
Total Pages 141
Release 2020-12-09
Genre Computers
ISBN 3030649121

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This book constitutes the refereed post-conference proceedings of the 7th International Workshop on Machine Learning and Data Mining for Sports Analytics, MLSA 2020, colocated with ECML/PKDD 2020, in Ghent, Belgium, in September 2020. Due to the COVID-19 pandemic the conference was held online. The 11 papers presented were carefully reviewed and selected from 22 submissions. The papers present a variety of topics within the area of sports analytics, including tactical analysis, outcome predictions, data acquisition, performance optimization, and player evaluation.

Machine Learning and Data Mining for Sports Analytics

Machine Learning and Data Mining for Sports Analytics
Title Machine Learning and Data Mining for Sports Analytics PDF eBook
Author Ulf Brefeld
Publisher Springer Nature
Total Pages 135
Release 2023-02-24
Genre Computers
ISBN 3031275276

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This book constitutes the refereed proceedings of the 9th International Workshop on Machine Learning and Data Mining for Sports Analytics, MLSA 2022, held in Grenoble, France, during September 19, 2022. The 10 full papers included in this book were carefully reviewed and selected from 18 submissions. They were organized in topical sections as follows: Football, Racket sports, Cycling.

Sports Data Mining

Sports Data Mining
Title Sports Data Mining PDF eBook
Author Robert P. Schumaker
Publisher Springer Science & Business Media
Total Pages 144
Release 2010-09-10
Genre Computers
ISBN 1441967303

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Data mining is the process of extracting hidden patterns from data, and it’s commonly used in business, bioinformatics, counter-terrorism, and, increasingly, in professional sports. First popularized in Michael Lewis’ best-selling Moneyball: The Art of Winning An Unfair Game, it is has become an intrinsic part of all professional sports the world over, from baseball to cricket to soccer. While an industry has developed based on statistical analysis services for any given sport, or even for betting behavior analysis on these sports, no research-level book has considered the subject in any detail until now. Sports Data Mining brings together in one place the state of the art as it concerns an international array of sports: baseball, football, basketball, soccer, greyhound racing are all covered, and the authors (including Hsinchun Chen, one of the most esteemed and well-known experts in data mining in the world) present the latest research, developments, software available, and applications for each sport. They even examine the hidden patterns in gaming and wagering, along with the most common systems for wager analysis.

Sports Analytics and Data Science

Sports Analytics and Data Science
Title Sports Analytics and Data Science PDF eBook
Author Thomas W. Miller
Publisher FT Press
Total Pages 576
Release 2015-11-18
Genre Business & Economics
ISBN 0133887413

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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.

Sports Analytics

Sports Analytics
Title Sports Analytics PDF eBook
Author Ambikesh Jayal
Publisher Routledge
Total Pages 236
Release 2018-06-12
Genre Sports & Recreation
ISBN 1351838954

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As the analysis of big datasets in sports performance becomes a more entrenched part of the sporting landscape, so the value of sport scientists and analysts with formal training in data analytics grows. Sports Analytics: Analysis, Visualisation and Decision Making in Sports Performance provides the most authoritative and comprehensive guide to the use of analytics in sport and its application in sports performance, coaching, talent identification and sports medicine available. Employing an approach-based structure and integrating problem-based learning throughout the text, the book clearly defines the difference between analytics and analysis and goes on to explain and illustrate methods including: Interactive visualisation Simulation and modelling Geospatial data analysis Spatiotemporal analysis Machine learning Genomic data analysis Social network analysis Offering a mixed-methods case study chapter, no other book offers the same level of scientific grounding or practical application in sports data analytics. Sports Analytics is essential reading for all students of sports analytics, and useful supplementary reading for students and professionals in talent identification and development, sports performance analysis, sports medicine and applied computer science.