Missing value imputation affects the performance of machine learning: A review and analysis of the literature (2010–2021)

Author:

Hasan Md. KamrulORCID,Alam Md. AshrafulORCID,Roy ShidharthoORCID,Dutta AishwariyaORCID,Jawad Md. TasnimORCID,Das SunandaORCID

Publisher

Elsevier BV

Subject

Health Informatics

Reference340 articles.

1. Hybrid prediction model with missing value imputation for medical data;Purwar;Expert Syst Appl,2015

2. Missing value imputation: a review and analysis of the literature (2006–2017);Lin;Artif Intell Rev,2020

3. Some imputation methods to deal with the issue of missing data problems due to random non-response in two-occasion successive sampling;Khalid;Comm Statist Simulation Comput,2020

4. Emotion recognition from EEG signal focusing on deep learning and shallow learning techniques;Islam;IEEE Access,2021

5. iDMI: A novel technique for missing value imputation using a decision tree and expectation-maximization algorithm;Rahman,2014

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