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brefeld ulf (curatore); davis jesse (curatore); van haaren jan (curatore); zimmermann albrecht (curatore) - machine learning and data mining for sports analytics
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Machine Learning and Data Mining for Sports Analytics 9th International Workshop, MLSA 2022, Grenoble, France, September 19, 2022, Revised Selected Papers

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Dettagli

Genere:Libro
Lingua: Inglese
Editore:

Springer

Pubblicazione: 02/2023
Edizione: 1st ed. 2023





Trama

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.




Sommario

Football.- Towards expected counter - Using comprehensible features to predict counterattacks.- Shot analysis in different levels of German football using Expected Goals.- Analyzing passing sequences for the prediction of goal-scoring opportunities.- Let’s penetrate the defense: A machine learning model for prediction and valuation of penetrative passes.- Evaluation of creating scoring opportunities for teammates in soccer via trajectory prediction.- Cost-efficient and bias-robust sports player tracking by integrating GPS and video.- Racket sports.- Predicting tennis serve directions with machine learning.- Discovering and visualizing tactics in table tennis games based on subgroup discovery.- Cycling.- Athlete monitoring in professional road cycling using similarity search on time series data.










Altre Informazioni

ISBN:

9783031275265

Condizione: Nuovo
Collana: Communications in Computer and Information Science
Dimensioni: 235 x 155 mm
Formato: Brossura
Illustration Notes:X, 127 p. 47 illus., 38 illus. in color.
Pagine Arabe: 127
Pagine Romane: x


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