From training to match performance: an exploratory and predictive analysis on F.C. Barcelona GPS data

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Title:	From training to match performance: an exploratory and predictive analysis on F.C. Barcelona GPS data; Methods for sports analytics
Author:	Fernández, Javier
Other authors:	Universitat Politècnica de Catalunya. Departament de Ciències de la Computació; Arias Vicente, Marta; Gavaldà Mestre, Ricard
Abstract:	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):	-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:
Document type:	Research/Master Thesis
Published by:	Universitat Politècnica de Catalunya
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