An improved imputation method based on fuzzy c-means and particle swarm optimization for missing data
Data mining techniques are used in various industries, including database marketing, web analysis, information retrieval and bioinformatics to gain a better knowledge extraction. However, if data mining techniques are applied on real datasets, a problem that often comes up is that missing values occ...
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my-uthm-ep.78172022-10-12T02:21:28Z An improved imputation method based on fuzzy c-means and particle swarm optimization for missing data 2017-08 Samat, Nurul Ashikin QA Mathematics QA71-90 Instruments and machines Data mining techniques are used in various industries, including database marketing, web analysis, information retrieval and bioinformatics to gain a better knowledge extraction. However, if data mining techniques are applied on real datasets, a problem that often comes up is that missing values occur in the datasets. Since the missing values may confuse the data mining process and causing the knowledge extracted unreliable, there is a need to handle the missing values. Therefore, researchers ar.e coming out with imputation methods in the preproce_ssing 2017-08 Thesis http://eprints.uthm.edu.my/7817/ http://eprints.uthm.edu.my/7817/2/24p%20NURUL%20ASHIKIN%20SAMAT.pdf text en public http://eprints.uthm.edu.my/7817/1/NURUL%20ASHIKIN%20SAMAT%20COPYRIGHT%20DECLARATION.pdf text en staffonly http://eprints.uthm.edu.my/7817/3/NURUL%20ASHIKIN%20SAMAT%20WATERMARK.pdf text en validuser mphil masters Universiti Tun Hussein Onn Malaysia Fakulti Sains Komputer dan Teknologi Maklumat |
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Universiti Tun Hussein Onn Malaysia |
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English English English |
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QA Mathematics QA71-90 Instruments and machines |
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QA Mathematics QA71-90 Instruments and machines Samat, Nurul Ashikin An improved imputation method based on fuzzy c-means and particle swarm optimization for missing data |
description |
Data mining techniques are used in various industries, including database marketing, web analysis, information retrieval and bioinformatics to gain a better knowledge extraction. However, if data mining techniques are applied on real datasets, a problem that often comes up is that missing values occur in the datasets. Since the missing values may confuse the data mining process and causing the knowledge extracted unreliable, there is a need to handle the missing values. Therefore, researchers ar.e coming out with imputation methods in the preproce_ssing |
format |
Thesis |
qualification_name |
Master of Philosophy (M.Phil.) |
qualification_level |
Master's degree |
author |
Samat, Nurul Ashikin |
author_facet |
Samat, Nurul Ashikin |
author_sort |
Samat, Nurul Ashikin |
title |
An improved imputation method based on fuzzy c-means and particle swarm optimization for missing data |
title_short |
An improved imputation method based on fuzzy c-means and particle swarm optimization for missing data |
title_full |
An improved imputation method based on fuzzy c-means and particle swarm optimization for missing data |
title_fullStr |
An improved imputation method based on fuzzy c-means and particle swarm optimization for missing data |
title_full_unstemmed |
An improved imputation method based on fuzzy c-means and particle swarm optimization for missing data |
title_sort |
improved imputation method based on fuzzy c-means and particle swarm optimization for missing data |
granting_institution |
Universiti Tun Hussein Onn Malaysia |
granting_department |
Fakulti Sains Komputer dan Teknologi Maklumat |
publishDate |
2017 |
url |
http://eprints.uthm.edu.my/7817/2/24p%20NURUL%20ASHIKIN%20SAMAT.pdf http://eprints.uthm.edu.my/7817/1/NURUL%20ASHIKIN%20SAMAT%20COPYRIGHT%20DECLARATION.pdf http://eprints.uthm.edu.my/7817/3/NURUL%20ASHIKIN%20SAMAT%20WATERMARK.pdf |
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1747831196375580672 |