Technical and tactical performance indicators determining successful and unsuccessful team in elite beach soccer

Abdullah, Prof. Madya Dr. Mohamad Razali (2020) Technical and tactical performance indicators determining successful and unsuccessful team in elite beach soccer. In: SpringerBriefs in Applied Sciences and Technology. Springer, pp. 21-28. ISBN 2191530X

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Abstract

The success of a given elite beach soccer team is identified through a number of technical and tactical performance indicators in this chapter. The demarcation of the winning and losing team was determined through the use of the Louvain clustering technique. Subsequently, a number of artificial neural network (ANN) models were developed by varying different hyperparameters in evaluating its ability to accurately ascertaining the class of a team. It was shown from the study that through the framework provided, the best ANN architecture, as well as performance indicators identified, could yield an average classification accuracy of 92.5% on the validation and test dataset. © The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. 2020

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