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Unsupervised Neural Networks and Its Applications |
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| รหัสดีโอไอ | |
| Creator | Banchar Arnonkijpanich |
| Title | Unsupervised Neural Networks and Its Applications |
| Publisher | Faculty of Engineering, Khon Kaen Univeristy |
| Publication Year | 2555 |
| Journal Title | KKU Engineering Journal |
| Journal Vol. | 39 |
| Journal No. | 4 |
| Page no. | 415-427 |
| Keyword | Unsupervised neural networks, Data clustering, Dimensionality reduction, Data visualization |
| ISSN | 0125-8573 |
| Abstract | Due to the rapid increase of size and resolution of industrial and scientific data sets, artificial neural networks have become essential tools for identifying the important aspects of the clustered data structure. In this article, we reviewed unsupervised neural network methods which can be applied to the task of extracting hidden structures as useful features for subsequent processing. The unsupervised learning algorithms reviewed here are grouped into two sections: data clustering methods and dimensionality reduction methods. Each of these major sections concludes with a discussion of successful applications of the methods to image segmentation and data visualization |
