Utilização de Redes Neurais Artificiais para modelagem e análise da relação interpessoal em esportes coletivos

  • T.N.C. Andrade UESC
  • P.E. Ambrósio UESC
  • M.R.T.P. Menuchi UESC

Abstract


The use of techniques of Artificial Neural Networks for modeling and analysis of sports movements has been recently treated on the Sports Science literature, opening new avenues for understanding the dynamics of interpersonal interactions that contribute to the organization and function of different sports. In this way, the objective of this work was to model the interpersonal dynamics of bobinho (football activity) analyzing relevant spatial parameters in decision making of pass by Artificial Neural Networks technique.

References

Araújo, D., Davids, K. (2009). Ecological approaches to cognition and action in sport and exercise: ask not only what you do, but where you do it. International Journal of Sport Psychology, 40, 5-37.

Araújo, D., Davids, K., Hristovskic, R. (2006). The ecological dynamics of decision making in Sport. Psychology of Sport and Exercise, 7, 653-676. doi: 10.1016/j.psychsport.2006.07.002

Barros, R.M.L., Brenzikofer, R., Leite, N., Figueroa, P.J. (1999). Desenvolvimento e avaliação de um sistema para análise tridimensional de movimentos humanos. Revista Brasileira de Engenharia Biomédica, 15, 79-86

Corrêa, U.C., Vilar, L., Davids, K., Renshaw, I. (2012). Informational constraints on the emergence of passing direction in the team sport of futsal. European Journal of Sport Science, 14, 1-8. doi: 10.1080/17461391.2012.730063

Duarte, R., Araújo, D., Fernandes, O., Fonseca, C., Correia, V., Gazimba, V., Travassos, B., Esteves, P., Vilar, L., Lopes, J. (2010). Capturing complex human behaviors in representative sports contexts with a single câmera. Medicina (Kaunas), 46, 408-414

Duch, J., Waitzman, J. S., Nunes Amaral, L.A. (2010). Quantifying the performance of individual players in a team activity, PLoS ONE, 5, e10937

Greenhough, J., Birch, P.C., Chapman, S.C., Rowlands, G. (2002). Football goal distributions and extremal statistics, Physica A: Statistical Mechanics and Its Applications, 1-4, 615–624

Malacarne, L. C., Mendes, R.S. (2000). Regularities in football goal distributions, Physica A: Statistical Mechanics and Its Applications, 1-2, 391-395

McGarry, T. (2009). Applied and theoretical perspectives of performance analysis in sport: scientific issues and challenges. International Journal of Performance Analysis of Sport, 9, 128-140

Memmert, D., Perl, J. (2009). Game creativity analysis using neural networks. Journal of Sports Sciences, 27, 139-149. doi: 10.1080/02640410802442007

Mendes, R.S., Malacarne, L.C., Anteneodo, C.J. (2007). Statistics of football dynamics, European Physics Journal, B57, 357-363

Nilsson, N. (1983). Artificial intelligence prepares for 2001. The AI Magazine, 1, 7-14

Perl. J. (2001). Artificial neural networks in sports: New concepts and approaches, International Journal of Performance Analysis in Sport, 1, 106-121

Praga, A.P., Carvalho, A.P.L.F., Ludermir, T.B. (2000). Redes Neurais Artificiais: teoria e aplicações, Rio de Janeiro: LTC.

Vilar, L., Araújo, D., Davids, K., Travassos, B., Duarte, R., Parreira, J. (2014). Interpersonal coordination tendencies supporting the creation/prevention of goal scoring opportunities in futsal. European Journal of Sport Science, 14, 28-35. doi: 10.1080/17461391.2012.725103
Published
2015-07-20
ANDRADE, T.N.C.; AMBRÓSIO, P.E.; MENUCHI, M.R.T.P.. Utilização de Redes Neurais Artificiais para modelagem e análise da relação interpessoal em esportes coletivos. In: BRAZILIAN SYMPOSIUM ON COMPUTING APPLIED TO HEALTH (SBCAS), 15. , 2015, Recife. Anais [...]. Porto Alegre: Sociedade Brasileira de Computação, 2015 . p. 189-192. ISSN 2763-8952. DOI: https://doi.org/10.5753/sbcas.2015.10379.