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Machine Learning and Data Mining for Sports Analytics
10th International Workshop, MLSA 2023, Turin, Italy, September 18, 2023, Revised Selected Papers
Taschenbuch von Ulf Brefeld (u. a.)
Sprache: Englisch

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Beschreibung
This book constitutes the refereed proceedings of the 10th International Workshop on Machine Learning and Data Mining for Sports Analytics, MLSA 2023, held in Turin, Italy, in September 2023.
The 16 full papers included in this book were carefully reviewed and selected from 31 submissions. They were organized in topical sections as follows: Football/Soccer, Basketball, Other team sports, Individual sports.
This book constitutes the refereed proceedings of the 10th International Workshop on Machine Learning and Data Mining for Sports Analytics, MLSA 2023, held in Turin, Italy, in September 2023.
The 16 full papers included in this book were carefully reviewed and selected from 31 submissions. They were organized in topical sections as follows: Football/Soccer, Basketball, Other team sports, Individual sports.
Inhaltsverzeichnis
Sports Data Analytics: An Art and a Science.- Foot ball/ soccer.- ETSY: A rule-based approach to Event and Tracking data Synchronization.- Masked Autoencoder Pretraining for Event Classi cation in Elite Soccer.- Quanti cation of Turnover Danger with xCounter.- Pass Receiver and Outcome Prediction in Soccer Using Temporal.- Graph Networks.- Field Depth Matters: Comparing the Valuation of Passes in Football.- Basket ball.- Momentum matters: investigating high-pressure situations in the NBA through scoring probability.- Are Sports Awards About Sports? Using AI to Find the Answer.- The Big Three: a practical framework for designing Decision Support.- Systems in Sports and an application for basketball.- Ot her t eam sp ort s.- What data should be collected for a good handball Expected Goal model? .-Identifying Player Roles in Ice Hockey.- Position Prediction.- Boat speed prediction in SailGP.- Individual sp ort s.- Exploring Table Tennis Analytics: Domination, Expected Score and Shot Diversity.- Specialization Evaluation.- Exploiting Clustering for Sports Data Analysis: A Study of Public and Real-world Datasets.
Details
Erscheinungsjahr: 2024
Genre: Informatik, Mathematik, Medizin, Naturwissenschaften, Technik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
Inhalt: x
204 S.
7 s/w Illustr.
49 farbige Illustr.
204 p. 56 illus.
49 illus. in color.
ISBN-13: 9783031538322
ISBN-10: 3031538323
Sprache: Englisch
Einband: Kartoniert / Broschiert
Redaktion: Brefeld, Ulf
Zimmermann, Albrecht
Haaren, Jan van
Davis, Jesse
Herausgeber: Ulf Brefeld/Jesse Davis/Jan Van Haaren et al
Hersteller: Springer Nature Switzerland
Springer International Publishing AG
Verantwortliche Person für die EU: Springer Verlag GmbH, Tiergartenstr. 17, D-69121 Heidelberg, juergen.hartmann@springer.com
Maße: 235 x 155 x 12 mm
Von/Mit: Ulf Brefeld (u. a.)
Erscheinungsdatum: 26.02.2024
Gewicht: 0,335 kg
Artikel-ID: 128284653
Inhaltsverzeichnis
Sports Data Analytics: An Art and a Science.- Foot ball/ soccer.- ETSY: A rule-based approach to Event and Tracking data Synchronization.- Masked Autoencoder Pretraining for Event Classi cation in Elite Soccer.- Quanti cation of Turnover Danger with xCounter.- Pass Receiver and Outcome Prediction in Soccer Using Temporal.- Graph Networks.- Field Depth Matters: Comparing the Valuation of Passes in Football.- Basket ball.- Momentum matters: investigating high-pressure situations in the NBA through scoring probability.- Are Sports Awards About Sports? Using AI to Find the Answer.- The Big Three: a practical framework for designing Decision Support.- Systems in Sports and an application for basketball.- Ot her t eam sp ort s.- What data should be collected for a good handball Expected Goal model? .-Identifying Player Roles in Ice Hockey.- Position Prediction.- Boat speed prediction in SailGP.- Individual sp ort s.- Exploring Table Tennis Analytics: Domination, Expected Score and Shot Diversity.- Specialization Evaluation.- Exploiting Clustering for Sports Data Analysis: A Study of Public and Real-world Datasets.
Details
Erscheinungsjahr: 2024
Genre: Informatik, Mathematik, Medizin, Naturwissenschaften, Technik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
Inhalt: x
204 S.
7 s/w Illustr.
49 farbige Illustr.
204 p. 56 illus.
49 illus. in color.
ISBN-13: 9783031538322
ISBN-10: 3031538323
Sprache: Englisch
Einband: Kartoniert / Broschiert
Redaktion: Brefeld, Ulf
Zimmermann, Albrecht
Haaren, Jan van
Davis, Jesse
Herausgeber: Ulf Brefeld/Jesse Davis/Jan Van Haaren et al
Hersteller: Springer Nature Switzerland
Springer International Publishing AG
Verantwortliche Person für die EU: Springer Verlag GmbH, Tiergartenstr. 17, D-69121 Heidelberg, juergen.hartmann@springer.com
Maße: 235 x 155 x 12 mm
Von/Mit: Ulf Brefeld (u. a.)
Erscheinungsdatum: 26.02.2024
Gewicht: 0,335 kg
Artikel-ID: 128284653
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