Mythreyi Velmurugan

Dr. Mythreyi Velmurugan is an Associate Lecturer in the School of Information Systems at Queensland University of Technology (QUT), within the Faculty of Science. She serves as ECR Co-leader for the Health and Human Biology Theme. Her PhD focused on Explainable AI techniques for tabular data, emphasizing transparency in machine learning. She holds a PhD from QUT and is a member of Women in Technology (WiT) and an Associate Fellow of the Higher Education Academy (AFHEA).

Education:

• PhD in Information Systems (Queensland University of Technology)

Research Interests: Her work bridges data analytics and process science, with focuses on:

• Explainable AI (XAI) for tabular data
• Transparent machine learning models
• Predictive process analytics
• Healthcare social support systems
• Online community dynamics

Publications Trends: Recent work emphasizes:

• Functionally-grounded evaluation frameworks for XAI
• Stability/fidelity of post-hoc explanations
• Healthcare community analysis (e.g., carer support systems)
• Interpretable probabilistic models for black-box demystification

Professional Engagement:

• Women in Technology (WiT) member
• AFHEA certification
• ORCID/Google Scholar profiles maintained