Titlebook: Machine Learning and Data Mining for Sports Analytics; 7th International Wo Ulf Brefeld,Jesse Davis,Albrecht Zimmermann Conference proceedi

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How Data Availability Affects the Ability to Learn Good xG Modelse and varying between leagues, we did not find that using only recent data or league-specific models improves the accuracy significantly. Hence, if limited data is available, training models on less recent data or different leagues is a viable solution. Mixing data from multiple data sources should be avoided.

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A Machine Learning Approach for Road Cycling Race Performance Predictionta as a good predictor. In particular, we focus on the Tour of Flanders as our proof-of-concept. We show, among others, that it is possible to predict the outcomes of a one-day race with similar or better accuracy than a human.

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1865-0929 rts analytics, including tactical analysis, outcome predictions, data acquisition, performance optimization, and player evaluation..978-3-030-64911-1978-3-030-64912-8Series ISSN 1865-0929 Series E-ISSN 1865-0937

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