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Type :article
Subject :GF Human ecology. Anthropogeography
ISBN :9789811573088
ISSN :2195-4356
Main Author :Musa, Rabiu Muazu
Additional Authors :Siti Musliha Mat Rasid
Title :Performance indicators defining goal scoring opportunities in elite asian beach soccer: an artificial neural network approach
Place of Production :Tanjung Malim
Publisher :Fakulti Sains Sukan Dan Kejurulatihan
Year of Publication :2021
Notes :Lecture Notes in Mechanical Engineering
Corporate Name :Universiti Pendidikan Sultan Idris
Web Link :Click to view web link

Abstract : Universiti Pendidikan Sultan Idris
The game of beach soccer at the elite level is characterised with a high tempo that leads to the scoring of many goals in a match. A draw cannot decide the outcome of a match, and thus, a winner is decided by a team that scores more goals than the opponent hence, investigating performance indicators (PIs) that could lead to a higher goal-scoring opportunity in this game is non-trivial in ensuring the success of a team during a match. In the present study, an analysis of performance indicators was carried out through which a total number of 16 relevant performance indicators were considered, and multiple linear regression (MLR) was used to extract the significant PI that could lead to chances of scoring goals. An Artificial Neural Network (ANN) was used to predict the opportunities for scoring goals based on the extracted PIs. The MLR was able to extract shot at back third, pass at front third, short inside box, turnover, tackling, as well as fouls committed as the most significant PI whilst a robust predictive model was obtained via the ANN with an R2 of 0.91 and a very low mean absolute error of 1.76 amongst the other model predictive evaluation parameters. It is postulated from the present study that the identified PIs are essential in increasing the chances of scoring goals in the elite Asian beach soccer competition. ? Springer Nature Singapore Pte Ltd. 2021.

References

Abdullah, M. R., Musa, R. M., Maliki, A. B. H. M., Kosni, N. A., & Suppiah, P. K. (2016). Development of tablet application based notational analysis system and the establishment of its reliability in soccer. Journal of Physical Education and Sport, 16(3), 951-956. doi:10.7752/jpes.2016.03150

Arnason, A., Sigurdsson, S. B., Gudmundsson, A., Holme, I., Engebretsen, L., & Bahr, R. (2004). Physical fitness, injuries, and team performance in soccer. Medicine and Science in Sports and Exercise, 36(2), 278-285. doi:10.1249/01.MSS.0000113478.92945.CA

Carling, C., Williams, A. M., & Reilly, T. (2005). Handbook of Soccer Match Analysis: A Systematic Approach to Improving Performance, Retrieved from www.scopus.com

Casal, C. A., Andujar, M. Á., Losada, J. L., Ardá, T., & Maneiro, R. (2016). Identification of defensive performance factors in the 2010 FIFA world cup south africa. Sports, 4(4) doi:10.3390/sports4040054

Gómez, M. Á., Lago-Peñas, C., Viaño, J., & González-Garcia, I. (2014). Effects of game location, team quality and final outcome on game-related statistics in professional handball close games. Kinesiology, 46(2), 249-257. Retrieved from www.scopus.com

Hughes, M., Caudrelier, T., James, N., Redwood-Brown, A., Donnelly, I., Kirkbride, A., & Duschesne, C. (2012). Moneyball and soccer - an analysis of the key performance indicators of elite male soccer players by position. Journal of Human Sport and Exercise, 7(SPECIALISSUE.2), 402-412. doi:10.4100/jhse.2012.72.06

Hughes, M. D., & Bartlett, R. M. (2002). The use of performance indicators in performance analysis. Journal of Sports Sciences, 20(10), 739-754. doi:10.1080/026404102320675602

McGuigan, K., Hughes, M., & Martin, D. (2018). Performance indicators in club level gaelic football. International Journal of Performance Analysis in Sport, 18(5), 780-795. doi:10.1080/24748668.2018.1517291

Medeiros, A. I. A., Marcelino, R., Mesquita, I. M., & Palao, J. M. (2017). Performance differences between winning and losing under-19, under-21 and senior teams in men’s beach volleyball. International Journal of Performance Analysis in Sport, 17(1-2), 96-108. doi:10.1080/24748668.2017.1304029

Muazu Musa, R., Abdul Majeed, A. P. P., Taha, Z., Abdullah, M. R., Husin Musawi Maliki, A. B., & Azura Kosni, N. (2019). The application of artificial neural network and k-nearest neighbour classification models in the scouting of high-performance archers from a selected fitness and motor skill performance parameters. [L'identification des méthodes de classification de réseaux de neurones artificiels et des k plus proches voisins dans le dépistage des archers de haute performance à partir d'une sélection de paramètres de performance physique et motrice] Science and Sports, 34(4), e241-e249. doi:10.1016/j.scispo.2019.02.006

Musa, R. M., Abdul Majeed, A. P. P., Abdullah, M. R., Nasir, A. F. A. B., Hassan, M. H. A., & Razman, M. A. M. (2019). Technical and tactical performance indicators discriminating winning and losing team in elite asian beach soccer tournament. PLoS ONE, 14(6) doi:10.1371/journal.pone.0219138

Musa, R. M., Abdul Majeed, A. P. P., Taha, Z., Chang, S. W., Nasir, A. F. A., & Abdullah, M. R. (2019). A machine learning approach of predicting high potential archers by means of physical fitness indicators. PLoS ONE, 14(1) doi:10.1371/journal.pone.0209638

Taha, Z., Musa, R. M., P.P. Abdul Majeed, A., Alim, M. M., & Abdullah, M. R. (2018). The identification of high potential archers based on fitness and motor ability variables: A support vector machine approach. Human Movement Science, 57, 184-193. doi:10.1016/j.humov.2017.12.008

Yiannakos, A., & Armatas, V. (2006). Evaluation of the goal scoring patterns in european championship in portugal 2004. International Journal of Performance Analysis in Sport, 6(1), 178-188. Retrieved from www.scopus.com


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