Missing value imputation affects the performance of machine learning: A review and analysis of the literature (2010–2021)
Author:
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
Cited by 64 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献
1. A data quality management framework for equipment failure risk estimation: Application to the oil and gas industry;Engineering Applications of Artificial Intelligence;2024-10
2. Iterative missing value imputation based on feature importance;Knowledge and Information Systems;2024-07-05
3. Data Imputation in Healthcare Applications;Advances in Healthcare Information Systems and Administration;2024-06-30
4. Computing Random Forest-distances in the presence of missing data;ACM Transactions on Knowledge Discovery from Data;2024-06-19
5. Forecasting sustainable development goals scores by 2030 using machine learning models;Sustainable Development;2024-05-15
1.学者识别学者识别
2.学术分析学术分析
3.人才评估人才评估
"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370
www.globalauthorid.com
TOP
Copyright © 2019-2024 北京同舟云网络信息技术有限公司 京公网安备11010802033243号 京ICP备18003416号-3