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Dr. James Ng

Assistant Professor (Statistics)
      
Profile Photo

Dr. James Ng

Assistant Professor (Statistics)

 ngja@tcd.ie

 


Project Title
 Synthetic Data Prediction of AAC flare-up risk
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Summary
Funding Agency
Trinity Research Doctorate Award
Project Title
 AIM4Health
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Summary
The project involves applying state-of-the-art approaches, including statistical modelling and Artificial Intelligence techniques to analyse data, to investigate risk factors contributing to depression and anxiety, and the dietary and lifestyle changes that should be implemented to help to improve mental health in older people.
Funding Agency
Higher Education Authority
Programme
North-South Research Programme
Project Title
 Personalisation of Relapse Risk in Autoimmune Disease: PARADISE Study
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Summary
This project aims to develop a robust, evidence-based standardised predictive model to predict ANCA-Associated Vasculitis (AAV) flare risk. Our approach uses semantic web technology to integrate standardised clinical data derived from a longitudinal inception cohort, physician clinical assessment, focused biomarker analysis and app-based patient feedback. The focus of this project is the development of novel Association Rule Mining based predictive models suitable for the complex longitudinal nature of the data and to embed the resulting algorithms alongside international standards development such as ISO/IEC JTC 1/SC 42 for Artificial Intelligence. Unlike many black box data mining and machine learning methods, humans can easily understand the decision-making process of ARM models. The interpretability of ARM based tools makes them particularly suitable to be deployed in a wide range of clinical environments by aligning them with international standards for health applications. The benefit of the project is potentially significant healthcare costs in chronic inflammatory and autoimmune diseases can be expected to drop, while patient/carer burden, clinical time and resources will all be reduced.
Funding Agency
Horizon 2020 Marie Sklodowska-Curie COFUND
Programme
ELITE-S Programme

Details Date From Date To
Irish Statistical Association
CMStatistics
Tin Lok James Ng, A Generalized Bayesian Approach to Distribution-on-Distribution Regression, The 40th Conference on Uncertainty in Artificial Intelligence, 2024, Conference Paper, PUBLISHED
Wyse, J., Ng, J., White, A., Fop, M., Jason Wyse, James Ng, Arthur White and Michael Fop's contribution to the Discussion of 'Root and community inference on the latent growth process of a network' by Crane and Xu, Journal of the Royal Statistical Society, Series B, 2024, Journal Article, PUBLISHED  DOI
Jennifer Scott, Arthur White, Cathal Walsh, Louis Aslett, Matthew A Rutherford, James Ng, Conor Judge, Kuruvilla Sebastian, Sorcha O'Brien, John Kelleher, Julie Power, Niall Conlon, Sarah M Moran, Raashid Ahmed Luqmani, Peter A Merkel, Vladimir Tesar, Zdenka Hruskova Mark A Little, Computable phenotype for real-world, data-driven retrospective identification of relapse in ANCA-associated vasculitis, RMD Open, 10, (2), 2024, p1-11 , Journal Article, PUBLISHED  DOI
Karl Gisslander, Arthur White, Louis Aslett, Zdenka Hrušková, Peter Lamprecht, Jacek Musia", Jamsheela Nazeer, James Ng, Declan O'Sullivan, Xavier Puéchal, Matthew Rutherford, Mårten Segelmark, Benjamin Terrier, Vladimir Tesa", Michelangelo Tesi, Augusto Vaglio, Krzysztof Wójcik, Mark A Little, Aladdin J Mohammad, Data driven subclassification of ANCA associated vasculitis: model-based clustering of the FAIRVASC cohort, The Lancet Rheumatology, 2024, p1 - 19, Journal Article, PUBLISHED  TARA - Full Text  DOI
Eric L Ding, Kathleen T Watson, Leila Makarechi, Tin Lok James Ng, Dillon Huddleston, Nancy Bui, Leslie L Tsai, Daniel E Zoughbie, Social Induction via a Social Behavioral Intervention on Changes in Metabolic Risk Factors: A Randomized Controlled Trial in Rural Appalachia, United States, Mayo Clinic Proceedings, 2024, Journal Article, PUBLISHED  DOI
Shaghayegh Bayati, Jamsheela Nazeer, James Ng, Angel M George, Michael Hayes, Mark A Little, Peter Nilsson, Elisa Pin, Autoantibodies towards HFE and SYT5 in anti-neutrophil cytoplasm antibody-associated vasculitis relapse, Rheumatology, 2024, Journal Article, PUBLISHED
Eric L Ding, Andrea B Feigl, Kathleen T Watson, Tin Lok James Ng, Leila Makerechi, Nancy Bui, Amal Ireifij, Rami Farraj, Daniel E Zoughbie, Social network enhanced behavioral interventions for diabetes and obesity: A 3 arm randomized trial with 2 years follow-up in Jordan, PLOS global public health, 2024, Journal Article, PUBLISHED
Z Zhao, TLJ Ng, Fairness-Aware Processing Techniques in Survival Analysis: Promoting Equitable Predictions, Joint European Conference on Machine Learning and Knowledge Discovery in Databases, Turin, Italy, 14174, Springer Nature Switzerland, 2023, pp460 - 476, Conference Paper, PUBLISHED
Hanyang Chen, Zhouting Zhao, Tin Lok James Ng, Fair Machine Learning with Structured and Unstructured Features: A Case Study in Mortality Prediction, 2023 31st Irish Conference on Artificial Intelligence and Cognitive Science (AICS), 2023, Conference Paper, PUBLISHED
Tin Lok James Ng, Andrew Zammit-Mangion, Tin Lok James Ng [PDF] from projecteuclid.org Non-homogeneous Poisson process intensity modeling and estimation using measure transport, Bernoulli, 2023, Journal Article, PUBLISHED  DOI
  

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