Gillian Dobbie

University of Auckland — New Zealand

Computer Science · Physical Sciences

30h-index3.4kcitations279works1.72yr avg
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Research Topics

Advanced Database Systems and Queries(81), Semantic Web and Ontologies(57), Data Management and Algorithms(48), Data Stream Mining Techniques(35), Data Mining Algorithms and Applications(29)

Publications279 total

Machine learning in dementia risk identification using routinely collected data
Alzheimer s & Dementia·2025Open Access
Predicting Enzyme-Compound Interactions for Enzyme-Catalysed Reactions
2025Open Access
Causally-Grounded Dual-Path Attention Intervention for Object Hallucination Mitigation in LVLMs
arXiv (Cornell University)·2025Open Access
Continual learning: A systematic literature review
Neural Networks·2025Open Access
Robust Learning of Diffusion Models with Extremely Noisy Conditions
arXiv (Cornell University)·2025Open Access
Novel indicators for monitoring bearing condition using frequency-domain dictionary learning
The International Journal of Advanced Manufacturing Technology·2025Open Access
Balancing Invariant and Specific Knowledge for Domain Generalization with Online Knowledge Distillation
2025
Assessing the risk of discriminatory bias in classification datasets
Machine Learning·2025· 1 citedOpen Access
A Framework for Evaluating the Use of Surveillance Systems for Short‐Term Influenza Forecasting
Influenza and Other Respiratory Viruses·2025Open Access
A responsible artificial intelligence framework for forensic science
Forensic Science International·2025· 1 citedOpen Access
Contribution and legacy: a qualitative study of older people’s attitudes about sharing their routinely collected health data for research purposes in New Zealand
BMC Medical Ethics·2025· 2 citedOpen Access
The diagnostic accuracy of CTseg segmentation software for dementia in a New Zealand memory service
Journal of Alzheimer s Disease Reports·2025Open Access
Causal Cartographer: From Mapping to Reasoning Over Counterfactual Worlds
ArXiv.org·2025Open Access
The automation of design model repair
Science of Computer Programming·2025· 1 citedOpen Access
Assessing the Risk of Discriminatory Bias in Classification Datasets
2025Open Access
How does a GPT perform in Forecasting Severe Respiratory Disease Hospitalizations?
2025Open Access
Predictive modeling of biodegradation pathways using transformer architectures
Journal of Cheminformatics·2025· 4 citedOpen Access
A Dual Augmentation Framework for Domain Generalization with Covariate and Conditional Distribution Shifts
SSRN Electronic Journal·2025Open Access
A Dual Augmentation Framework for Domain Generalization with Covariate and Conditional Distribution Shifts
SSRN Electronic Journal·2025Open Access
Predictive Modeling of Biodegradation Pathways Using Transformer Architectures
2024Open Access
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Frequent Co-authors

Yun Sing Koh(16), Shafiq Alam(11), Zoran Salčić(6), Xuyun Zhang(6), M. Asif Naeem(6), Hongsheng Hu(5), Lichao Sun(5), Patricia Riddle(5), Tok Wang Ling(5), Sidney Tsang(4), Mong Li Lee(4), David Tse Jung Huang(3), Wei Zhou(3), Junhao Wen(3), Gerald Weber(3), Philip S. Yu(2), Saeed Ur Rehman(2), Russel Pears(2), Jacky W. W. Wan(2), Stéphane Bressan(2)