The importance of batch sensitization in missing value imputation

• المؤلفون الرئيسيون: Hui, Harvard Wai Hann, Kong, Weijia, Peng, Hui, Goh, Wilson Wen Bin
• مؤلفون آخرون: Lee Kong Chian School of Medicine (LKCMedicine)
• التنسيق: مقال
• اللغة: English
• منشور في: 2023
• الموضوعات: Science::Medicine; Science::Biological sciences; Proteomics; False Positive Result
• الوصول للمادة أونلاين: https://hdl.handle.net/10356/168765

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...