Handling missing values in healthcare data: A systematic review of deep learning-based imputation techniques

Mingxuan Liu, Siqi Li, Han Yuan, Marcus Eng Hock Ong, Yilin Ning, Feng Xie, Seyed Ehsan Saffari, Yuqing Shang, Victor Volovici, Bibhas Chakraborty, Nan Liu 0003. Handling missing values in healthcare data: A systematic review of deep learning-based imputation techniques. Artificial Intelligence in Medicine, 142:102587, August 2023. [doi]

@article{LiuLYONXSSVCL23,
  title = {Handling missing values in healthcare data: A systematic review of deep learning-based imputation techniques},
  author = {Mingxuan Liu and Siqi Li and Han Yuan and Marcus Eng Hock Ong and Yilin Ning and Feng Xie and Seyed Ehsan Saffari and Yuqing Shang and Victor Volovici and Bibhas Chakraborty and Nan Liu 0003},
  year = {2023},
  month = {August},
  doi = {10.1016/j.artmed.2023.102587},
  url = {https://doi.org/10.1016/j.artmed.2023.102587},
  researchr = {https://researchr.org/publication/LiuLYONXSSVCL23},
  cites = {0},
  citedby = {0},
  journal = {Artificial Intelligence in Medicine},
  volume = {142},
  pages = {102587},
}