Title:
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From training to match performance: an exploratory and predictive analysis on F.C. Barcelona GPS data; Methods for sports analytics
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Author:
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Fernández, Javier
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Other authors:
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Universitat Politècnica de Catalunya. Departament de Ciències de la Computació; Arias Vicente, Marta; Gavaldà Mestre, Ricard |
Abstract:
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An exploratory and predictive analysis on GPS data is presented. Physical performance variables from professional football players are analysed in a holistic approach that involves data exploration, analysis of adaptation through clustering, and predictive models for estimating future performance. |
Subject(s):
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-Àrees temàtiques de la UPC::Informàtica::Intel·ligència artificial -Global Positioning System -GPS -tracking devices -football physical performance -sports analytics -dtw -cluster analysis -variable importance -regression analysis -Rendiment (Esports) -Sistema de posicionament global |
Rights:
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Document type:
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Research/Master Thesis |
Published by:
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Universitat Politècnica de Catalunya
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Share:
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