Model-based classification with predictors subjected to detection limit

• 主要作者: Chong, Ryan
• 其他作者: Xiang Liming
• 格式: Final Year Project
• 語言: English
• 出版: Nanyang Technological University 2024
• 主題: Mathematical Sciences; Detection limit; Left censoring; Missing data; Imputation; Logistic regression
• 在線閱讀: 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...