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Dr Tingting Zhu

Dr

Tingting Zhu BEng DPhil (Oxon) MSc

Royal Academy of Engineering Fellow

Stipendiary College Lecturer at Mansfield College

Associate Research Fellow at St Hilda's College

COLLEGE: Mansfield College; St Hilda's College

Biography

Dr Zhu graduated with the DPhil degree in information and biomedical engineering at Oxford University in 2016. This followed her MSc in Biomedical Engineering at University College London and BSc in Electrical Engineering from the University of Malta.

Dr Zhu's DPhil focussed on the development of probabilistic techniques for combining information from wearable sensors to form a consensus that provides accurate monitoring of time-series medical data. After DPhil, Dr Zhu was awarded a Stipendiary Junior Research Fellowship at St. Hilda's College, Oxford.

In 2018, Dr Zhu was appointed as the first Associate Member of Faculty at the Department of Engineering Science; in 2019, following the award of her Royal Academy of Engineering Research Fellowship, she was appointed to full Member of Faculty at the Department of Engineering Science.

Most Recent Publications

CLOCS: contrastive learning of cardiac signals across space, time, and patients

Kiyasseh D, Zhu T & Clifton D (2021), 5606-5615

Altmetric score is

Prediction of monetary penalties for data protection cases in multiple languages

Ceross A & Zhu T (2021), Proceedings of the 18th International Conference on Artificial Intelligence and Law, ICAIL 2021, 185-189

Altmetric score is

Development and validation of early warning score systems for COVID-19 patients

Youssef A et al. (2021), Healthcare Technology Letters

Altmetric score is

Stroke risk prediction using machine learning: a prospective cohort study of 0.5 million Chinese adults

Chun M et al. (2021), Journal of the American Medical Informatics Association

Altmetric score is
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Research Interests

Dr Zhu’s research interests lie in machine learning for healthcare applications and she has developed probabilistic techniques for reasoning about time-series medical data. Her work involves the development of machine learning for understanding complex patient data, with an emphasis on Bayesian inference, deep learning, and applications involving the developing world.

Current Projects

  • Machine learning for improving decision-making with telemedicine
  • Prognosis and diagnosis of adversarial events in multimorbid population and monitoring of longitudinal treatment in multimorbid patients in both developed and developing countries
  • Dynamic modelling for understanding the impact of interventions on the hospital system
  • Phenotyping patients with complex diseases via electronic medical records
  • Machine learning for early cancer detection as well as patient treatment response

Most Recent Publications

CLOCS: contrastive learning of cardiac signals across space, time, and patients

Kiyasseh D, Zhu T & Clifton D (2021), 5606-5615

Altmetric score is

Prediction of monetary penalties for data protection cases in multiple languages

Ceross A & Zhu T (2021), Proceedings of the 18th International Conference on Artificial Intelligence and Law, ICAIL 2021, 185-189

Altmetric score is

Development and validation of early warning score systems for COVID-19 patients

Youssef A et al. (2021), Healthcare Technology Letters

Altmetric score is

Stroke risk prediction using machine learning: a prospective cohort study of 0.5 million Chinese adults

Chun M et al. (2021), Journal of the American Medical Informatics Association

Altmetric score is
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DPhil Opportunities

Dr Zhu offers a wide range of machine learning projects for healthcare in both developed and developing countries. Prospective DPhil students should get in touch indicating their interest.

Most Recent Publications

CLOCS: contrastive learning of cardiac signals across space, time, and patients

Kiyasseh D, Zhu T & Clifton D (2021), 5606-5615

Altmetric score is

Prediction of monetary penalties for data protection cases in multiple languages

Ceross A & Zhu T (2021), Proceedings of the 18th International Conference on Artificial Intelligence and Law, ICAIL 2021, 185-189

Altmetric score is

Development and validation of early warning score systems for COVID-19 patients

Youssef A et al. (2021), Healthcare Technology Letters

Altmetric score is

Stroke risk prediction using machine learning: a prospective cohort study of 0.5 million Chinese adults

Chun M et al. (2021), Journal of the American Medical Informatics Association

Altmetric score is
View all