A new clustering method using an augmentation to the self organizing maps
Conference paper
Kumar Roy, D. and Pandey, H. 2018. A new clustering method using an augmentation to the self organizing maps. 2018 8th International Conference on Cloud Computing, Data Science & Engineering (Confluence). India 11 - 12 Jan 2018 Institute of Electrical and Electronics Engineers (IEEE). pp. 739-742 https://doi.org/10.1109/CONFLUENCE.2018.8442431
Type | Conference paper |
---|---|
Title | A new clustering method using an augmentation to the self organizing maps |
Authors | Kumar Roy, D. and Pandey, H. |
Abstract | A technique is developed using Self Organizing Maps (SOM) to efficiently cluster the data and it is compared with existing clustering Techniques such as K-Means clustering, Hierarchical clustering and SOM Clustering. The proposed technique is used to cluster an Earthquake dataset and the performance is compared with the other existing clustering technique. The experimental results show that the proposed clustering method demonstrated better results as compared to other clustering methods. |
Research Group | Artificial Intelligence group |
Conference | 2018 8th International Conference on Cloud Computing, Data Science & Engineering (Confluence) |
Page range | 739-742 |
ISBN | |
Hardcover | 9781538617199 |
Publisher | Institute of Electrical and Electronics Engineers (IEEE) |
Publication dates | |
Online | 25 Aug 2018 |
12 Jan 2018 | |
Publication process dates | |
Deposited | 30 Aug 2018 |
Accepted | 20 Dec 2017 |
Output status | Published |
Accepted author manuscript | |
Copyright Statement | © 2018 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works. |
Digital Object Identifier (DOI) | https://doi.org/10.1109/CONFLUENCE.2018.8442431 |
Language | English |
Book title | 2018 8th International Conference on Cloud Computing, Data Science & Engineering (Confluence) |
https://repository.mdx.ac.uk/item/87wz3
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