The importance of batch sensitization in missing value imputation

• Main Authors: Hui, Harvard Wai Hann, Kong, Weijia, Peng, Hui, Goh, Wilson Wen Bin
• 其他作者: Lee Kong Chian School of Medicine (LKCMedicine)
• 格式: Article
• 語言: English
• 出版: 2023
• 主題: Science::Medicine; Science::Biological sciences; Proteomics; False Positive Result
• 在線閱讀: https://hdl.handle.net/10356/168765
• 機構: Nanyang Technological University

Data analysis is complex due to a myriad of technical problems. Amongst these, missing values and batch effects are endemic. Although many methods have been developed for missing value imputation (MVI) and batch correction respectively, no study has directly considered the confounding impact of MVI...