Rabiu Muazu, Musa and Anwar, P. P. Abdul Majeed and Norlaila Azura, Kosni and Mohamad Razali, Abdullah (2020) Relationship between psycho-maturity and performance of sepak takraw. In: Machine Learning in Team Sports. SpringerBriefs in Applied Sciences and Technology . Springer, Singapore, pp. 49-58. ISBN 978-981-15-3218-4
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Abstract
The correlation between psycho-maturity towards the performance of sepak takraw players is evaluated in this chapter. The Louvain clustering algorithm is used to categorise the players to high, medium and low psycho-matured players based on seven fundamental psychological measures, viz. maturity status, selftalk, activation, imagery, emotion control, automaticity and goal setting. Different random forest classifiers were developed to classify the players based on the aforesaid psychological measures. It was shown that the optimised model could provide reasonable discrimination between the players with a classification accuracy of 82.61% on the test dataset, suggesting the significance of the psychological indicators towards the performance of the players.
| Item Type: | Book Chapter |
|---|---|
| Additional Information: | Indexed by Scopus |
| Uncontrolled Keywords: | Selftalk; Activation; Imagery; Emotion control |
| Subjects: | G Geography. Anthropology. Recreation > GV Recreation Leisure T Technology > TJ Mechanical engineering and machinery |
| Faculty/Division: | Faculty of Manufacturing and Mechatronic Engineering Technology |
| Depositing User: | Pn. Hazlinda Abd Rahman |
| Date Deposited: | 09 Jan 2026 00:34 |
| Last Modified: | 09 Jan 2026 00:34 |
| URI: | https://umpir.ump.edu.my/id/eprint/30148 |
| Statistic Details: | View Download Statistic |

