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Mingxuan Liu
Mingxuan Liu
Duke-NUS Medical School
在 nus.edu.sg 的电子邮件经过验证 - 首页
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Development and validation of an interpretable prehospital return of spontaneous circulation (P-ROSC) score for patients with out-of-hospital cardiac arrest using machine …
N Liu, M Liu, X Chen, Y Ning, JW Lee, FJ Siddiqui, SE Saffari, AFW Ho, ...
EClinicalMedicine 48, 2022
92022
Handling missing values in healthcare data: A systematic review of deep learning-based imputation techniques
M Liu, S Li, H Yuan, MEH Ong, Y Ning, F Xie, SE Saffari, Y Shang, ...
Artificial Intelligence in Medicine, 102587, 2023
12023
Shapley variable importance cloud for machine learning models
Y Ning, M Liu, N Liu
arXiv preprint arXiv:2212.08370, 2022
12022
A universal AutoScore framework to develop interpretable scoring systems for predicting common types of clinical outcomes
F Xie, Y Ning, M Liu, S Li, SE Saffari, H Yuan, V Volovici, DSW Ting, ...
STAR protocols 4 (2), 102302, 2023
2023
Towards clinical AI fairness: A translational perspective
M Liu, Y Ning, S Teixayavong, M Mertens, J Xu, DSW Ting, LTE Cheng, ...
arXiv preprint arXiv:2304.13493, 2023
2023
Interpretable Machine Learning-Based Risk Scoring with Individual and Ensemble Model Selection for Clinical Decision Making
H Yuan, J Lee, M Liu, S Li, C Niu, J Wen, F Xie
2023
FedScore: A privacy-preserving framework for federated scoring system development
S Li, Y Ning, MEH Ong, B Chakraborty, C Hong, F Xie, H Yuan, M Liu, ...
arXiv preprint arXiv:2303.00282, 2023
2023
Balanced background and explanation data are needed in explaining deep learning models with SHAP: An empirical study on clinical decision making
M Liu, Y Ning, H Yuan, MEH Ong, N Liu
arXiv preprint arXiv:2206.04050, 2022
2022
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