Use Case and Performance Analyses for Missing Data Imputation Methods in Big Data Analytics
Abstract
References
Index Terms
- Use Case and Performance Analyses for Missing Data Imputation Methods in Big Data Analytics
Recommendations
Four Factors Affecting Missing Data Imputation
SSDBM '23: Proceedings of the 35th International Conference on Scientific and Statistical Database ManagementMissing data is a common problem in datasets and impacts the reliability of data analysis. Numerous methods to impute (i.e., predict and replace) missing values have been proposed. The quality of these imputed values depends on factors like correlation,...
Census big data analytics use: international cross case analysis
dg.o '18: Proceedings of the 19th Annual International Conference on Digital Government Research: Governance in the Data AgeDespite the growing practices in big data and big data analytics use, there is still the paucity of research on links between government big data analytics use and public value creation. This multi-case study of Australia, Ireland, Mexico, and U.S.A. ...
A reinforcement learning-based approach for imputing missing data
AbstractMissing data is a major problem in real-world datasets, which hinders the performance of data analytics. Conventional data imputation schemes such as univariate single imputation replace missing values in each column with the same approximated ...
Comments
Information & Contributors
Information
Published In

Publisher
Association for Computing Machinery
New York, NY, United States
Publication History
Check for updates
Author Tags
Qualifiers
- Research-article
- Research
- Refereed limited
Conference
Contributors
Other Metrics
Bibliometrics & Citations
Bibliometrics
Article Metrics
- 0Total Citations
- 176Total Downloads
- Downloads (Last 12 months)10
- Downloads (Last 6 weeks)0
Other Metrics
Citations
View Options
Login options
Check if you have access through your login credentials or your institution to get full access on this article.
Sign in