Título: | THE USE OF NEURAL NETWORKS TO IMPROVE THE PERFORMANCE OF BASKETBALL TEAMS IN THE BRAZILIAN NATIONAL BASKETBALL LEAGUE | ||||||||||||
Autor(es): |
LUCAS VITAL ALVES DA SILVA |
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Colaborador(es): |
MARLEY MARIA BERNARDES REBUZZI VELLASCO - Orientador |
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Catalogação: | 20/DEZ/2022 | Língua(s): | PORTUGUESE - BRAZIL |
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Tipo: | TEXT | Subtipo: | SENIOR PROJECT | ||||||||||
Notas: |
[pt] Todos os dados constantes dos documentos são de inteira responsabilidade de seus autores. Os dados utilizados nas descrições dos documentos estão em conformidade com os sistemas da administração da PUC-Rio. [en] All data contained in the documents are the sole responsibility of the authors. The data used in the descriptions of the documents are in conformity with the systems of the administration of PUC-Rio. |
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Referência(s): |
[pt] https://www.maxwell.vrac.puc-rio.br/projetosEspeciais/TFCs/consultas/conteudo.php?strSecao=resultado&nrSeq=61583@1 [en] https://www.maxwell.vrac.puc-rio.br/projetosEspeciais/TFCs/consultas/conteudo.php?strSecao=resultado&nrSeq=61583@2 |
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DOI: | https://doi.org/10.17771/PUCRio.acad.61583 | ||||||||||||
Resumo: | |||||||||||||
In recent years, there have been several technological advances that have brought numerous
innovations that have caused several transformations in the most diverse aspects of humanity.
Currently, we are experiencing a new phase of technological revolution caused by the gain in
the ability to store data as well as to transmit and process them, which makes it possible to
draw valuable conclusions that helped in the decision-making process in the most diverse contexts
and aspects. The world of sports could not be left out of this revolution that is currently
taking place, the importance of both collecting and processing data that can generate insights
that allow decision-making that can be essential in the most diverse sports aspects. Assistance
in decision-making at a crucial moment in a game, assistance in the preparation of training
that maximizes athletes s performance as much as possible and even injuries prevetion, among
others.
Among the many possibilities, one is the use of artificial intelligence algorithms to determine
the best team in an NBB (Brasilian League of Basketball) Basketball match. The main idea is to
be able to evaluate the performance of the teams that are facing each other in a match through
a time window evaluating the composition of the players on the court, analyze variables related
to the match and to each player individually and at the same time extract individual characteristics
of each player. Thus, it is possible to know what would be the ideal composition of players
among those available so that the team as a whole does better than the opponent in a match as
a whole. Such an analysis was made more precisely for the Flamengo basketball team, so the
objective was to create a system that could predict which would be the composition of available
Flamengo players that would be better against an opposing team.
In this manner, a data analysis procedure was carried out to select variables, to cluster players,
create variables and metrics that could be useful in the analysis, and finally the development and
training of two neural networks that will work together to determine what is the best composition
of players. Throughout the process, several lines of analysis were tested and the procedures
will be explained in more detail below.
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