Model-based classification with predictors subjected to detection limit

• المؤلف الرئيسي: Chong, Ryan
• مؤلفون آخرون: Xiang Liming
• التنسيق: Final Year Project
• اللغة: English
• منشور في: Nanyang Technological University 2024
• الموضوعات: Mathematical Sciences; Detection limit; Left censoring; Missing data; Imputation; Logistic regression
• الوصول للمادة أونلاين: https://hdl.handle.net/10356/181352

In the biomedical field, important factors such as biomarkers are often left censored due to the limitations of the measuring instruments. Classification cannot be performed on a dataset with predictors subjected to detection limit and hence needs to be processed. Imputation, the process of assignin...