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Communications in Computer and Information Science
cover

Machine Learning and Data Mining for Sports Analytics

7th International Workshop, MLSA 2020, Co-located with ECML/PKDD 2020, Ghent, Belgium, September 14–18, 2020, Proceedings

Editors: Brefeld, U., Davis, J., Van Haaren, J., Zimmermann, A. (Eds.)

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eBook 50,28 €
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  • ISBN 978-3-030-64912-8
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Softcover 62,39 €
price for Spain (gross)
  • ISBN 978-3-030-64911-1
  • Free shipping for individuals worldwide
  • Institutional customers should get in touch with their account manager
  • Covid-19 shipping restrictions
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About this book

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.

Table of contents (11 chapters)

Table of contents (11 chapters)
  • Routine Inspection: A Playbook for Corner Kicks

    Pages 3-16

    Shaw, Laurie (et al.)

  • How Data Availability Affects the Ability to Learn Good xG Models

    Pages 17-27

    Robberechts, Pieter (et al.)

  • Low-Cost Optical Tracking of Soccer Players

    Pages 28-39

    Csanalosi, Gabor (et al.)

  • An Autoencoder Based Approach to Simulate Sports Games

    Pages 40-50

    Vaswani, Ashwin (et al.)

  • Physical Performance Optimization in Football

    Pages 51-61

    Dobreff, Gergely (et al.)

Buy this book

eBook 50,28 €
price for Spain (gross)
  • ISBN 978-3-030-64912-8
  • Digitally watermarked, DRM-free
  • Included format: EPUB, PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Softcover 62,39 €
price for Spain (gross)
  • ISBN 978-3-030-64911-1
  • Free shipping for individuals worldwide
  • Institutional customers should get in touch with their account manager
  • Covid-19 shipping restrictions
  • Usually ready to be dispatched within 3 to 5 business days, if in stock
  • The final prices may differ from the prices shown due to specifics of VAT rules
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Bibliographic Information

Bibliographic Information
Book Title
Machine Learning and Data Mining for Sports Analytics
Book Subtitle
7th International Workshop, MLSA 2020, Co-located with ECML/PKDD 2020, Ghent, Belgium, September 14–18, 2020, Proceedings
Editors
  • Ulf Brefeld
  • Jesse Davis
  • Jan Van Haaren
  • Albrecht Zimmermann
Series Title
Communications in Computer and Information Science
Series Volume
1324
Copyright
2020
Publisher
Springer International Publishing
Copyright Holder
Springer Nature Switzerland AG
eBook ISBN
978-3-030-64912-8
DOI
10.1007/978-3-030-64912-8
Softcover ISBN
978-3-030-64911-1
Series ISSN
1865-0929
Edition Number
1
Number of Pages
X, 141
Number of Illustrations
6 b/w illustrations
Topics