Technical and tactical performance indicators determining successful and unsuccessful team in elite beach soccer
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 ne...
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| Format: | Book Section |
| Language: | English |
| Published: |
Springer
2020
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| Subjects: | |
| Online Access: | http://eprints.unisza.edu.my/4719/1/FH05-ESERI-21-51623.pdf http://eprints.unisza.edu.my/4719/ |
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| Institution: | Universiti Sultan Zainal Abidin |
| Language: | English |
| Summary: | 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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