Professor Dr. Nor Liyana Mohd Shuib is a distinguished academic at the Faculty of Computer Science and Information Technology, Universiti Malaya, where she coordinates the Bachelor of Computer Science (Data Science) program. Ranked among the top 2% of scientists globally by Stanford University in 2023, she is renowned for her excellence in research, innovation, and consultancy. Throughout her career, Professor Liyana has successfully supervised numerous PhD students to completion, reflecting her dedication to mentoring and nurturing future scholars. She is a prolific researcher with a Scopus H-index of 35 and a Web of Science H-index of 32, and she has published extensively in high-impact journals and international conference proceedings. Her research interests include personalization, e-learning, recommender systems, data analytics, data science, AI applications, and educational technology. An accomplished innovator, Professor Liyana has received over 30 prestigious awards at both national and international levels, including multiple best paper accolades. She leads impactful projects as the Principal Investigator, notably on digital skills frameworks and mental health applications for senior citizens, alongside various AI-driven initiatives in Healthcare and Education. Her consultancy work for Malaysia's Ministry of Higher Education includes evaluating digital learning readiness across higher education institutions. A senior member of the IEEE Computer Society, Professor Liyana also serves as an Adjunct Professor at Universitas Semarang, Indonesia, where she continues to advance the fields of computer science and AI applications.

Kosuke Oiwa (Member, IEEE) received the master’s degree in engineering from Kagoshima University, Kagoshima, Japan, in 2013, and the Ph.D. degree in science from The University of Tokyo, Tokyo, Japan, in 2016.,He was an Assistant Professor with the Department of Electrical Engineering and Electronics, College of Science and Engineering, Aoyama Gakuin University, Sagamihara, Japan, from 2016 to 2023. He is currently an Associate Professor with the Department of Information and Management Systems Engineering, Nagaoka University of Technology, Nigata, Japan. His research interests include biomedical engineering and biological research.,Dr. Oiwa is a member of IEICE and JSMBE.