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...
Saved in:
Main Authors: | , |
---|---|
Format: | Article |
Language: | English |
Published: |
Universiti Teknologi MARA, Perak
2019
|
Subjects: | |
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 |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Institution: | Universiti Teknologi Mara |
Language: | English |
id |
my.uitm.ir.39313 |
---|---|
record_format |
eprints |
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 |
_version_ |
1687396765466099712 |