160 citations
Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.
- National University of SingaporeSG12 papers
- Duke-NUS Medical SchoolSG11 papers
- Singapore General HospitalSG11 papers
- Duke UniversityUS10 papers
- Institute of Data ScienceSG6 papers
- National University HospitalSG3 papers
- Singapore University of Technology and DesignSG3 papers
- Institute of High Performance ComputingSG2 papers
- Monash UniversityAU2 papers
- Monash University MalaysiaMY2 papers
- Nanyang Technological UniversitySG2 papers
- Nottingham Trent UniversityGB2 papers
Showing 2022Show all
2 papers · 1 filter
cs.LG2022★ 148 cited
Handling missing values in healthcare data: A systematic review of deep learning-based imputation techniques
Mingxuan Liu, Siqi Li, Han Yuan +7
Objective: The proper handling of missing values is critical to delivering reliable estimates and decisions, especially in high-stakes fields such as clinical research. The increas…
cs.LG2022★ 32 cited
A novel interpretable machine learning system to generate clinical risk scores: An application for predicting early mortality or unplanned readmission in a retrospective cohort study
Yilin Ning, Siqi Li, Marcus Eng Hock Ong +4
Risk scores are widely used for clinical decision making and commonly generated from logistic regression models. Machine-learning-based methods may work well for identifying import…