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 neur...
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| Main Authors: | , , , |
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| Format: | Book Chapter |
| Language: | en en |
| Published: |
Springer
2020
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| Subjects: | |
| Online Access: | https://umpir.ump.edu.my/id/eprint/30145/1/68.1%20Technical%20and%20tactical%20performance%20indicators%20determining%20successful%20and%20unsuccessful%20team%20in%20elite%20beach%20soccer.pdf https://umpir.ump.edu.my/id/eprint/30145/2/68.Technical%20and%20tactical%20performance%20indicators%20determining%20successful%20and%20unsuccessful%20team%20in%20elite%20beach%20soccer.pdf https://doi.org/10.1007/978-981-15-3219-1_3 https://umpir.ump.edu.my/id/eprint/30145/ |
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| 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. |
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