Proceedings of the International Conference on Communication and Electronic Information Engineering (CEIE 2016)

A Pragmatic Approach of Data Imputation Using Fuzzy-Based Swarm for Heart Disease Classification

Authors
Mohd Najib Mohd Salleh, Nurul Ashikin Samat, Kashif Hussain, Abdul Mutalib Leman
Corresponding Author
Mohd Najib Mohd Salleh
Available Online October 2016.
DOI
https://doi.org/10.2991/ceie-16.2017.38How to use a DOI?
Keywords
FCM; PSO; Imputation; Preprocessing
Abstract
In this study, we investigate the classification problem of heart disease with incomplete datasets. Our pragmatic approach is to exploit the potential of complete data for selecting relevant features in incomplete datasets. We define our approach by implementing fuzzy-based particle swarm optimization to impute missing values with tuning the exist structure with the data which leads to better solution. The FCM clustering is applied to identify the similar records in the complete dataset. We compared the Root Mean Square Error (RMSE) results of three different datasets with seven different ratios with range 1% to 20% of missing data. The experimental results provide the evidence that our approach performs better accuracy compared to other approach. The proposed method makes it possible to select relevant feature by offering good combination of its setting to classification of heart disease problem.
Open Access
This is an open access article distributed under the CC BY-NC license.

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Volume Title
Proceedings of the International Conference on Communication and Electronic Information Engineering (CEIE 2016)
Series
Advances in Engineering Research
Publication Date
October 2016
ISBN
978-94-6252-312-8
ISSN
2352-5401
DOI
https://doi.org/10.2991/ceie-16.2017.38How to use a DOI?
Open Access
This is an open access article distributed under the CC BY-NC license.

Cite this article

TY  - CONF
AU  - Mohd Najib Mohd Salleh
AU  - Nurul Ashikin Samat
AU  - Kashif Hussain
AU  - Abdul Mutalib Leman
PY  - 2016/10
DA  - 2016/10
TI  - A Pragmatic Approach of Data Imputation Using Fuzzy-Based Swarm for Heart Disease Classification
BT  - Proceedings of the International Conference on Communication and Electronic Information Engineering (CEIE 2016)
PB  - Atlantis Press
SP  - 303
EP  - 311
SN  - 2352-5401
UR  - https://doi.org/10.2991/ceie-16.2017.38
DO  - https://doi.org/10.2991/ceie-16.2017.38
ID  - Salleh2016/10
ER  -