Exploratory Study of Kohonen Network for Human Health State Classification
Kohonen Network is an unsupervised learning which forms clusters from patterns that share common features and group similar patterns together. This network are commonly uses grids of artificial neurons which connected to all the inputs. This paper presents an exploratory study of Kohonen Neural Netw...
| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
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Politeknik Negeri Padang
2018-06-01
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| Series: | JOIV: International Journal on Informatics Visualization |
| Subjects: | |
| Online Access: | http://joiv.org/index.php/joiv/article/view/143 |
| _version_ | 1828750077236084736 |
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| author | Hamijah Mohd Rahman Nureize Arbaiy Muhammad Shukeri Che Lah Norlida Hassan |
| author_facet | Hamijah Mohd Rahman Nureize Arbaiy Muhammad Shukeri Che Lah Norlida Hassan |
| author_sort | Hamijah Mohd Rahman |
| collection | DOAJ |
| description | Kohonen Network is an unsupervised learning which forms clusters from patterns that share common features and group similar patterns together. This network are commonly uses grids of artificial neurons which connected to all the inputs. This paper presents an exploratory study of Kohonen Neural Network to classify human health state. Neural Connection tool is used to generate the result based on Kohonen learning algorithm. Procedural steps are provided to assist the implementation of the Kohonen Network. The result shows that side 2 is more appropriate for this problem with efficient learning rate 1.0. It gives good distribution for training and test patterns. Study to the variation of dataset’s size will be considered in the near future to evaluate the performance of the network. |
| first_indexed | 2024-12-10T20:32:41Z |
| format | Article |
| id | doaj.art-a35214ef94854b79ba6d273b916f16ff |
| institution | Directory Open Access Journal |
| issn | 2549-9610 2549-9904 |
| language | English |
| last_indexed | 2024-12-10T20:32:41Z |
| publishDate | 2018-06-01 |
| publisher | Politeknik Negeri Padang |
| record_format | Article |
| series | JOIV: International Journal on Informatics Visualization |
| spelling | doaj.art-a35214ef94854b79ba6d273b916f16ff2022-12-22T01:34:38ZengPoliteknik Negeri PadangJOIV: International Journal on Informatics Visualization2549-96102549-99042018-06-0123-220921410.30630/joiv.2.3-2.14397Exploratory Study of Kohonen Network for Human Health State ClassificationHamijah Mohd Rahman0Nureize Arbaiy1Muhammad Shukeri Che Lah2Norlida Hassan3Universiti Tun Hussein Onn Malaysia, Johor, MalaysiaUniversiti Tun Hussein Onn Malaysia, Johor, MalaysiaUniversiti Tun Hussein Onn Malaysia, Johor, MalaysiaUniversiti Tun Hussein Onn Malaysia, Johor, MalaysiaKohonen Network is an unsupervised learning which forms clusters from patterns that share common features and group similar patterns together. This network are commonly uses grids of artificial neurons which connected to all the inputs. This paper presents an exploratory study of Kohonen Neural Network to classify human health state. Neural Connection tool is used to generate the result based on Kohonen learning algorithm. Procedural steps are provided to assist the implementation of the Kohonen Network. The result shows that side 2 is more appropriate for this problem with efficient learning rate 1.0. It gives good distribution for training and test patterns. Study to the variation of dataset’s size will be considered in the near future to evaluate the performance of the network.http://joiv.org/index.php/joiv/article/view/143clusteringkohonen neural networkbody fathealth state |
| spellingShingle | Hamijah Mohd Rahman Nureize Arbaiy Muhammad Shukeri Che Lah Norlida Hassan Exploratory Study of Kohonen Network for Human Health State Classification JOIV: International Journal on Informatics Visualization clustering kohonen neural network body fat health state |
| title | Exploratory Study of Kohonen Network for Human Health State Classification |
| title_full | Exploratory Study of Kohonen Network for Human Health State Classification |
| title_fullStr | Exploratory Study of Kohonen Network for Human Health State Classification |
| title_full_unstemmed | Exploratory Study of Kohonen Network for Human Health State Classification |
| title_short | Exploratory Study of Kohonen Network for Human Health State Classification |
| title_sort | exploratory study of kohonen network for human health state classification |
| topic | clustering kohonen neural network body fat health state |
| url | http://joiv.org/index.php/joiv/article/view/143 |
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