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Your search keyword '"Marjan, Md Abu"' showing total 4 results
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4 results on '"Marjan, Md Abu"'

1. An Explainable AI Enable Approach to Reveal Feature Influences on Social Media Customer Purchase Decisions

Author

Faruk, Md. Omar, Reza, Radiya Binte, Sourav, Sabbir Hossain, Hasan, Mahmudul, Fazle Rabbi, Md., Marjan, Md. Abu, Kacprzyk, Janusz, Series Editor, Gomide, Fernando, Advisory Editor, Kaynak, Okyay, Advisory Editor, Liu, Derong, Advisory Editor, Pedrycz, Witold, Advisory Editor, Polycarpou, Marios M., Advisory Editor, Rudas, Imre J., Advisory Editor, Wang, Jun, Advisory Editor, Arefin, Mohammad Shamsul, editor, Kaiser, M. Shamim, editor, Bhuiyan, Touhid, editor, Dey, Nilanjan, editor, and Mahmud, Mufti, editor

Published
2024
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3. Enhancing tertiary students' programming skills with an explainable Educational Data Mining approach.

Author

Islam, Md Rashedul, Nitu, Adiba Mahjabin, Marjan, Md Abu, Uddin, Md Palash, Afjal, Masud Ibn, and Mamun, Md Abdulla Al

Subjects
DATA mining, MACHINE learning, ARTIFICIAL intelligence, RECEIVER operating characteristic curves, CLASSIFICATION
Abstract

Educational Data Mining (EDM) holds promise in uncovering insights from educational data to predict and enhance students' performance. This paper presents an advanced EDM system tailored for classifying and improving tertiary students' programming skills. Our approach emphasizes effective feature engineering, appropriate classification techniques, and the integration of Explainable Artificial Intelligence (XAI) to elucidate model decisions. Through rigorous experimentation, including an ablation study and evaluation of six machine learning algorithms, we introduce a novel ensemble method, Stacking-SRDA, which outperforms others in accuracy, precision, recall, f1-score, ROC curve, and McNemar test. Leveraging XAI tools, we provide insights into model interpretability. Additionally, we propose a system for identifying skill gaps in programming among weaker students, offering tailored recommendations for skill enhancement. [ABSTRACT FROM AUTHOR]

Published
2024
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