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  • Μικρογραφία εικόνας
    Τεκμήριο
    Clustering professional basketball players by three-point shooting efficiency & participation
    (2021) Kolovos, Konstantinos; Κολοβός, Κωνσταντίνος; Athens University of Economics and Business, Department of Management Science and Technology; Karlis, Dimitrios
    The most important coach's duties are talent identification, selection of players for specific teams, player potential determination, as well as the design and application of developmental training programs aimed at improving actual play quality. Because players are the bearers of play concepts and the creators of competition results, player selection is a key aim of professional sports club activity. Players must acquire and improve universal technical-tactical skills and knowledge as a result of their duty to assume responsibility for diverse roles in various phases of the game.This master's thesis is part of the general framework of player selection, dealing initially with the question of whether players become better by increasing their shooting accuracy of three-pointers over time and their greater experience. We are grouping and analyzing players' profiles according to their shooting evolution through years looking for common characteristics. In addition, it has been observed that players do not participate proportionally in each one of the four periods of a basketball game, but some of them more at the beginning, in the middle, or the end of a game. Are there any common attributes in the above groups of players? Using a database with each shot attempted in the NBA from 1996 to the 2019-2020 season, approximately 5 million shots, and combining biometric and statistical data for players we attempt to answer the above questions.