Investigation on the clusterability of mixed variables based on simulated dataset from simmulticorrdata package / Norin Rahayu Shamsuddin and Nor Idayu Mahat

Mixed-type variables gain significant attention in clustering as widely observed in real datasets. The construction of clustering or clusterability of mixed dataset seems hard to form owing to a different scale in data. The current paper assessed the impact of clusters structures that developed from...

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Main Authors: Shamsuddin, Norin Rahayu, Mahat, Nor Idayu
Format: Article
Language:English
Published: Universiti Teknologi MARA, Perak 2019
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Online Access:http://ir.uitm.edu.my/id/eprint/39313/1/39313.pdf
http://ir.uitm.edu.my/id/eprint/39313/
https://mijournal.wixsite.com/index
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Institution: Universiti Teknologi Mara
Language: English
id my.uitm.ir.39313
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spelling my.uitm.ir.393132020-12-24T04:26:05Z http://ir.uitm.edu.my/id/eprint/39313/ Investigation on the clusterability of mixed variables based on simulated dataset from simmulticorrdata package / Norin Rahayu Shamsuddin and Nor Idayu Mahat Shamsuddin, Norin Rahayu Mahat, Nor Idayu Analysis Algorithms Mixed-type variables gain significant attention in clustering as widely observed in real datasets. The construction of clustering or clusterability of mixed dataset seems hard to form owing to a different scale in data. The current paper assessed the impact of clusters structures that developed from simulation data of mixed data types derived from different distributions through the R package SimMultiCorrData that mimics the real-world scenario. This particular package was therefore adopted to acquire mixed variables simulation data and investigated the clusterability of mixed variables in a dataset. Universiti Teknologi MARA, Perak 2019-09-06 Article PeerReviewed text en http://ir.uitm.edu.my/id/eprint/39313/1/39313.pdf Shamsuddin, Norin Rahayu and Mahat, Nor Idayu (2019) Investigation on the clusterability of mixed variables based on simulated dataset from simmulticorrdata package / Norin Rahayu Shamsuddin and Nor Idayu Mahat. Multidisciplinary Informatics Journal (MIJ), 2 (2). pp. 98-108. ISSN 2637-0042 https://mijournal.wixsite.com/index
institution Universiti Teknologi Mara
building Tun Abdul Razak Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Mara
content_source UiTM Institutional Repository
url_provider http://ir.uitm.edu.my/
language English
topic Analysis
Algorithms
spellingShingle Analysis
Algorithms
Shamsuddin, Norin Rahayu
Mahat, Nor Idayu
Investigation on the clusterability of mixed variables based on simulated dataset from simmulticorrdata package / Norin Rahayu Shamsuddin and Nor Idayu Mahat
description Mixed-type variables gain significant attention in clustering as widely observed in real datasets. The construction of clustering or clusterability of mixed dataset seems hard to form owing to a different scale in data. The current paper assessed the impact of clusters structures that developed from simulation data of mixed data types derived from different distributions through the R package SimMultiCorrData that mimics the real-world scenario. This particular package was therefore adopted to acquire mixed variables simulation data and investigated the clusterability of mixed variables in a dataset.
format Article
author Shamsuddin, Norin Rahayu
Mahat, Nor Idayu
author_facet Shamsuddin, Norin Rahayu
Mahat, Nor Idayu
author_sort Shamsuddin, Norin Rahayu
title Investigation on the clusterability of mixed variables based on simulated dataset from simmulticorrdata package / Norin Rahayu Shamsuddin and Nor Idayu Mahat
title_short Investigation on the clusterability of mixed variables based on simulated dataset from simmulticorrdata package / Norin Rahayu Shamsuddin and Nor Idayu Mahat
title_full Investigation on the clusterability of mixed variables based on simulated dataset from simmulticorrdata package / Norin Rahayu Shamsuddin and Nor Idayu Mahat
title_fullStr Investigation on the clusterability of mixed variables based on simulated dataset from simmulticorrdata package / Norin Rahayu Shamsuddin and Nor Idayu Mahat
title_full_unstemmed Investigation on the clusterability of mixed variables based on simulated dataset from simmulticorrdata package / Norin Rahayu Shamsuddin and Nor Idayu Mahat
title_sort investigation on the clusterability of mixed variables based on simulated dataset from simmulticorrdata package / norin rahayu shamsuddin and nor idayu mahat
publisher Universiti Teknologi MARA, Perak
publishDate 2019
url http://ir.uitm.edu.my/id/eprint/39313/1/39313.pdf
http://ir.uitm.edu.my/id/eprint/39313/
https://mijournal.wixsite.com/index
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