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Comparison of singular spectrum analysis forecasting algorithms for students academic performance during Covid-19 outbreak

Muhammad Fakhrullah Mohd Fuad

Abstract

Due to the spread of COVID-19 that hit Malaysia, all academic activities at educational institutions including universities had to be carried out via online learning. However, the effectiveness of online learning is remains unanswered. Besides, online learning may have a significant impact if continued in the upcoming academic sessions. Therefore, the core of this study is to predict the academic performance of undergraduate students at one of the public universities in Malaysia by using Recurrent Forecasting-Singular Spectrum Analysis (RF-SSA) and Vector Forecasting-Singular Spectrum Analysis (VF-SSA). The key concept of the predictive model is to improve the efficiency of different types of forecast model in SSA by using two parameters which are window length (?) and number of leading components (?). The forecasting approaches in SSA model was based on the Grade Point Average (GPA) for undergraduate students from Faculty of Science and Mathematics, UPSI via online classes.....

Final Year Project Published 2021 1601 hits Available

Perbandingan tahap motivasi dan faktor penglibatan dalam sukan antara pelajar lelaki dan perempuan di Fakulti Sains Sukan dan Kejurulatihan, Universiti Pendidikan Sultan Idris

Fakhrullah Ashaari

Abstract

Tujuan kajian ini adalah untuk memperlihatkan perbandingan antara motivasi mempengaruhi penglibatan dalam sukan antara lelaki dan perempuan Fakulti Sains Sukan dan Kejurulatihan, Universiti Pendidikan Sultan Idris, Tanjung Malim, Perak. Instrumen kajian yang digunakan adalah mengunakan deskriptif kualitatif melalui soal selidik dan seramai 30 responden terdiri daripada 15 lelaki dan 15 perempuan. Segala penganalisian data dan perbincangan adalah dinilai berdasarkan jawapan soal selidik ‘Participation Motivation Questionnare’. Motivasi merupakan sumber atau alat untuk menggalakkan seseorang untuk mencapai matlamat dan seterusnya berusaha untuk terus mencapai matlamat yang lebih cemerlang (Cox, 1998). Motivasi memainkan peranan yang penting dalam setiap perlakuan kehidupan manusia terutamanya sukan dan juga penglibatan diri dalam setiap program. Dapatan kajian menunjukkan bahawa faktor motivasi instrinsik mempengaruhi pelibatan diri pelajar dalam aktiviti sukan. Perkara in.....

Final Year Project Published 2023 1492 hits Available

Comparison of singular spectrum analysis forecasting algorithms for student\s academic performance during COVID-19 outbreak

Shazlyn Milleana Shaharudin

Abstract

Due to the spread of COVID-19 that hit Malaysia, all academic activities at educational institutions including universities had to be carried out via online learning. However, the effectiveness of online learning is remains unanswered. Besides, online learning may have a significant impact if continued in the upcoming academic sessions. Therefore, the core of this study is to predict the academic performance of undergraduate students at one of the public universities in Malaysia by using Recurrent Forecasting-Singular Spectrum Analysis (RF-SSA) and Vector Forecasting-Singular Spectrum Analysis (VF-SSA). The key concept of the predictive model is to improve the efficiency of different types of forecast model in SSA by using two parameters which are window length (L) and number of leading components (r). The forecasting approaches in SSA model was based on the Grading Point Assessments (GPA) for undergraduate students from Faculty Science and Mathematics, UPSI via online classes during C.....

Article Published 2021 1355 hits Available

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