Rafik Hariri University | Lebanon
Author Profile
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Early Academic Pursuits
Dr. Ghalia Nassreddine began her academic journey with a profound interest in Information Technology and Systems, a foundation that would later become the bedrock of her career. Demonstrating a passion for innovation and education, she embarked on her teaching profession over 14 years ago in Lebanon, committing herself to both pedagogy and research. Her early academic orientation laid the groundwork for a career that seamlessly blended technological advancement with academic excellence.
Professional Endeavors
Dr. Nassreddine’s professional trajectory is marked by progressive academic leadership and extensive teaching experience. Currently serving as an Associate Professor at Rafik Hariri University, she actively contributes to curriculum development, student mentoring, and collaborative research initiatives. She also leads senior project supervision in collaboration with the University of Wollongong in Dubai. Previously, she was the Head of the Business Computing Department at Jinan University, where she spearheaded faculty management, academic programming, and research mentorship for both undergraduate and postgraduate students. Her earlier role at the Lebanese International University (LIU) as an Assistant Professor in Computer Science saw her coordinating and standardizing instructional strategies and assessments.
Contributions and Research Focus
Dr. Nassreddine has contributed extensively to interdisciplinary fields through both applied and theoretical research. Her primary research interests include machine learning, deep learning, data science, and their real-world applications in business analytics, power systems, healthcare, and intelligent transportation systems. She has delivered hands-on workshops and seminars on critical topics such as artificial intelligence, data visualization, Python programming, blockchain technology, and image processing—demonstrating a commitment to practical and accessible learning.
Impact and Influence
Her academic influence extends across multiple domains. Through workshops like Introduction to AI using Python and Data Science Hands-On Labs, she has empowered students and professionals alike with crucial digital skills. As a mentor and project supervisor, she has nurtured numerous student research works, including PhD and master’s theses. Her leadership in curriculum enhancement and ABET accreditation at Rafik Hariri University further underscores her impact on institutional growth. Her scholarly efforts have played a pivotal role in aligning IT education with evolving industry demands and societal challenges.
Academic Citations and Publications
Dr. Nassreddine is a prolific author and collaborator, having contributed to over a dozen book chapters, numerous peer-reviewed journal articles, and conference papers. Her book chapters published with Springer Nature, CRC Press, and IGI Global cover a wide spectrum, including AI in navigation systems, blockchain in healthcare, and IoT in transportation and energy systems. Notable journal publications include works on e-learning evaluation, network attack detection, credit card fraud detection, and solar photovoltaic power prediction. Her research has appeared in respected journals such as the International Journal of Electrical and Computer Engineering, Journal of Techniques, and NTU Journal of Engineering and Technology.
Legacy and Future Contributions
Looking ahead, Dr. Nassreddine is poised to continue her contribution to transformative technological and educational innovations. Her accepted papers in high-impact international conferences, such as the 9th International Conference on Information System Design and Intelligent Applications (ISDIA 2025) and the 5th International Conference on Electrical and Electronics Engineering in Australia, signal her sustained global engagement. Her work in Alzheimer’s detection using deep learning and Generative AI’s effect on student learning outcomes reflects her intent to influence both technology and pedagogy on a global scale. Dr. Nassreddine’s legacy is one of thought leadership, research excellence, and academic mentorship, shaping the future of intelligent systems and ethical AI integration.
Other Noteworthy Highlights
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Workshops Delivered: Covering AI, Python programming, and data science across academic institutions in Lebanon.
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Seminar Engagements: On blockchain, e-learning, and AI applications in renewable systems.
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Technical Proficiency: Skilled in Python, Java, and advanced analytical tools to support her research and teaching.
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Interdisciplinary Collaboration: Regularly partners with experts in healthcare, transportation, and renewable energy for co-authored publications.
Conclusion
Dr. Ghalia Nassreddine exemplifies the synergy between academic excellence and applied innovation. Her work stands at the crossroads of technology, education, and societal impact, addressing contemporary challenges through machine learning, deep learning, and digital transformation. Whether through her classroom, publications, or international engagements, she continues to shape future technologists and researchers with unwavering commitment and vision.
Notable Publications
"An Approach for Detecting Alzheimer's Disease Using Deep Learning Techniques"
- Author: Amal ElArid; Ghalia Nassreddine; Mohamad Nassereddine; Obada Al-Khatib
- Journal: Communications in Computer and Information Science
- Year: 2025
"Enhancing the Efficacy of Short-Term Prediction Models for Solar Photovoltaic Systems: An Influence Examination of Chronological and Meteorological Factors"
- Author: Ghalia Nassreddine; Amal El Arid; Mohamad Nassereddine; Obada Al-Khatib; Anas Arram; Abir El Abed
- Journal: IEEE Access
- Year: 2025
"The Performance Effect of Seasonality Feature in Solar Photovoltaic Power Prediction Using Machine Learning"
- Author: Ghalia Nassreddine; Amal El Arid; Mohamad Nassereddine; Eva Barbulescu; Habiba Ahmed
- Journal: Book chapter
- Year: 2025
"Explainable and Optuna-Optimized Machine Learning for Battery Thermal Runaway Prediction Under Class Imbalance Conditions"
- Author: Abir El Abed; Ghalia Nassreddine; Obada Al-Khatib; Mohamad Nassereddine; Ali Hellany
- Journal: Thermo
- Year: 2025
"The Role of Information Technology IT Management in the Quality of Distance Education: An Applied Study on North Lebanese Technical Institutes"
- Author: Mazen Massoud; Ghalia Nassreddine
- Journal: Journal of Computer Science and Technology Studies
- Year: 2025