International Journal of Advances in Intelligent Informatics
Vol 8, No 1 (2022): March 2022

Prediction of player position for talent identification in association netball: a regression-based approach

Nur Hazwani Jasni (Faculty of Computer Science & Information Technology, Universiti Tun Hussein Onn Malaysia)
Aida Mustapha (Faculty of Computer Science & Information Technology, Universiti Tun Hussein Onn Malaysia)
Siti Solehah Tenah (Research Management Centre, University Tun Hussein Onn Malaysia)
Salama A Mostafa (Faculty of Computer Science & Information Technology, Universiti Tun Hussein Onn Malaysia)
Nazim Razali (Faculty of Computer Science & Information Technology, Universiti Tun Hussein Onn Malaysia)



Article Info

Publish Date
31 Mar 2022

Abstract

Among the challenges in industrial revolutions, 4.0 is managing organizations’ talents, especially to ensure the right person for the position can be selected. This study is set to introduce a predictive approach for talent identification in the sport of netball using individual player qualities in terms of physical fitness, mental capacity, and technical skills. A data mining approach is proposed using three data mining algorithms, which are Decision Tree (DT), Neural Network (NN), and Linear Regressions (LR). All the models are then compared based on the Relative Absolute Error (RAE), Mean Absolute Error (MAE), Relative Square Error (RSE), Root Mean Square Error (RMSE), Coefficient of Determination (R2), and Relative Square Error (RSE). The findings are presented and discussed in light of early talent spotting and selection. Generally, LR has the best performance in terms of MAE and RMSE as it has the lowest values among the three models.

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Journal Info

Abbrev

IJAIN

Publisher

Subject

Computer Science & IT

Description

International journal of advances in intelligent informatics (IJAIN) e-ISSN: 2442-6571 is a peer reviewed open-access journal published three times a year in English-language, provides scientists and engineers throughout the world for the exchange and dissemination of theoretical and ...