Deep learning for temporal data representation in electronic health records: A systematic review of challenges and methodologiesFeng Xie, Nan Liu, Yilin Ning et al.|Journal of Biomedical Informatics|2021Cited by 142
Handling missing values in healthcare data: A systematic review of deep learning-based imputation techniquesMingxuan Liu, Nan Liu, Feng Xie et al.|Artificial Intelligence in Medicine|2023Cited by 129
AutoScore-Survival: Developing interpretable machine learning-based time-to-event scores with right-censored survival dataFeng Xie, Bibhas Chakraborty, Yilin Ning et al.|Journal of Biomedical Informatics|2021Cited by 28
A modified and weighted Gower distance-based clustering analysis for mixed type data: a simulation and empirical analysesPinyan Liu, Marco Aurélio Peres, Yilin Ning et al.|BMC Medical Research Methodology|2024Cited by 27
A universal AutoScore framework to develop interpretable scoring systems for predicting common types of clinical outcomesFeng Xie, Nan Liu, Daniel Shu Wei Ting et al.|STAR Protocols|2023Cited by 21