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    Enhancing hyperparameters of LSTM network models through genetic algorithm for virtual learning environment prediction by Ismanto, Edi, Ab Ghani, Hadhrami, Md Saleh, Nurul Izrin

    Published 2025
    “…In today's technology-driven era, innovative methods for predicting behaviors and patterns are crucial. Virtual Learning Environments (VLEs) represent a rich domain for exploration due to their abundant data and potential for enhancing learning experiences. …”
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    Article
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    A comparative investigation of eye fixation-based 4-class emotion recognition in virtual reality using machine learning by Lim Jia Zheng, James Mountstephens, Jason Teo

    Published 2021
    “…This paper proposes a novel approach for 4-class emotion classification using eye-tracking data solely in virtual reality (VR) with machine learning algorithms. …”
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    Proceedings
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    Eye fixation versus pupil diameter as eye- tracking features for virtual reality emotion classification by Lim Jia Zheng, James Mountstephens, Jason Teo

    Published 2022
    “…Typically, emotion recognition studies utilize popular physiological signals such as electroencephalography (EEG), while the research on emotion detection that relies solely on eye-tracking data is limited. In this study, an empirical comparison of the accuracy of eye-tracking-based emotion recognition in a virtual reality (VR) environment using eye fixation versus pupil diameter as the classification feature is performed. …”
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    Proceedings
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    StockMaster simulator / Nor Hamiza Mohd Noor ... [et al.] by Mohd Noor, Nor Hamiza, Asbullah, Nurul Farzana, Hairi Annuar, Syazana Ezzati, Tujang, Anatasha Alfiera, Muhammad Rasli, Irdina Hani

    Published 2023
    “…Introducing StockMaster, a simulator website that offers a game that follows the real time market data, virtual trading platform where users can learn, practise, and understand Islamic finance-based stock market simulation tactics without risking real money. …”
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    Book Section
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