معرفی
Dr. Guanjin Wang serves as a Senior Lecturer in the School of Information Technology at Murdoch University, conducting cutting-edge research at the intersection of artificial intelligence, machine learning, and interdisciplinary applications. Her work bridges theoretical advancements with real-world implementations in health informatics and precision agriculture.
Education:
- Joint Ph.D. in Artificial Intelligence, The Hong Kong Polytechnic University and University of Technology Sydney (2018)
Her research program centers on developing novel methodologies for learning from complex and imperfect data environments while prioritizing model explainability. Key focus areas include transfer learning for low-resource settings, multimodal learning architectures, fuzzy system innovations, and co-designed AI solutions that integrate domain expertise. Current projects emphasize Aboriginal perinatal mental health prediction and agricultural applications like barley genotype-to-phenotype modeling.
Analysis of her recent publications reveals a strong trend toward interdisciplinary collaboration, particularly in healthcare AI where explainability is critical for clinical adoption. Her work consistently addresses data heterogeneity challenges through federated learning, multi-view frameworks, and robust fuzzy systems, with significant contributions to imbalanced data classification and spatiotemporal modeling.
Scientific Awards:
- Google Inclusion Research Award
- Google Academic Research Award
Dr. Wang actively supervises honors and master's students while welcoming PhD inquiries in AI/ML domains. Her research program is supported by approximately 2.2 million AUD in competitive funding from diverse sources including:
- Google Research (multiple awards)
- Western Australia Department of Health FHRI Fund
- Australian Medical Research Future Fund (MRFF)
- Hong Kong Innovation and Technology Fund
- German DAAD
- Healthway
- Murdoch University Vice Chancellor's Grant
She contributes to academic leadership as IEEE Western Australia Section Chapter Chair since 2021 and collaborates with Murdoch's Ngangk Yira Institute for Change on community-engaged research projects.
