Key issues on computational intelligence techniques for missing data imputation - A review

Fulufhelo V. Nelwamondo, Tshilidzi Marwala

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

4 Citations (Scopus)

Abstract

The need for the use of computational intelligence techniques for missing data imputation has been overlooked in the literature. This is due to the complexity of computational intelligence techniques and as a result, researchers devote to easier and perhaps, inefficient techniques. In this paper, the theory and practice of using computational intelligence techniques for missing data imputation is explored. Commonly used techniques are reviewed and the latest computational intelligence techniques and their applications are presented. The paper also addresses the trade-offs between traditional heuristics and computational intelligence techniques. Research implications and major challenges in the subject area are discussed whereas new research directions are pointed by highlighting the key issues in the field.

Original languageEnglish
Title of host publicationWMSCI 2008 - The 12th World Multi-Conference on Systemics, Cybernetics and Informatics, Jointly with the 14th International Conference on Information Systems Analysis and Synthesis, ISAS 2008 - Proc.
Pages36-41
Number of pages6
Publication statusPublished - 2008
Externally publishedYes
Event12th World Multi-Conference on Systemics, Cybernetics and Informatics, WMSCI 2008, Jointly with the 14th International Conference on Information Systems Analysis and Synthesis, ISAS 2008 - Orlando, FL, United States
Duration: 29 Jun 20082 Jul 2008

Publication series

NameWMSCI 2008 - The 12th World Multi-Conference on Systemics, Cybernetics and Informatics, Jointly with the 14th International Conference on Information Systems Analysis and Synthesis, ISAS 2008 - Proc.
Volume5

Conference

Conference12th World Multi-Conference on Systemics, Cybernetics and Informatics, WMSCI 2008, Jointly with the 14th International Conference on Information Systems Analysis and Synthesis, ISAS 2008
Country/TerritoryUnited States
CityOrlando, FL
Period29/06/082/07/08

ASJC Scopus subject areas

  • Artificial Intelligence
  • Computer Networks and Communications

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