Addressing the Curse of Missing Data in Clinical Contexts: A Novel Approach to Correlation-based Imputation

Clinical data are essential in the medical domain. However, their heterogeneous nature leads to many data quality problems, notably missing values, which undermine the performance of Machine Learning-based clinical systems. Hence, there has been a growing interest in strategies that address this cha...

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Bibliographic Details
Main Authors: Isabel Curioso, Ricardo Santos, Bruno Ribeiro, André Carreiro, Pedro Coelho, José Fragata, Hugo Gamboa
Format: Article
Language:English
Published: Elsevier 2023-06-01
Series:Journal of King Saud University: Computer and Information Sciences
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S1319157823001088