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, 2 (2).
pp. 98-108.
ISSN 2637-0042
Official URL: https://mijournal.wixsite.com/
Abstract
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.
Metadata
Item Type: | Article |
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Creators: | Creators Email / ID Num. Shamsuddin, Norin Rahayu norinrahayu@uitm.edu.my Mahat, Nor Idayu UNSPECIFIED |
Subjects: | Q Science > QA Mathematics > Analysis Q Science > QA Mathematics > Philosophy > Mathematical logic > Constructive mathematics > Algorithms |
Divisions: | Universiti Teknologi MARA, Perak > Tapah Campus > Faculty of Computer and Mathematical Sciences |
Journal or Publication Title: | Multidisciplinary Informatics Journal |
UiTM Journal Collections: | Others > Multidisciplinary Informatics Journal - DISCONTINUE |
ISSN: | 2637-0042 |
Volume: | 2 |
Number: | 2 |
Page Range: | pp. 98-108 |
Keywords: | Clusterability; k-medoids; Mixed-variables; SimMultiCorrData |
Date: | December 2019 |
URI: | https://ir.uitm.edu.my/id/eprint/39313 |