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ASME Press Select Proceedings

International Conference on Information Technology and Computer Science, 3rd (ITCS 2011)

Editor
V. E. Muhin
V. E. Muhin
National Technical University of Ukraine
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W. B. Hu
W. B. Hu
Wuhan University
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ISBN:
9780791859742
No. of Pages:
656
Publisher:
ASME Press
Publication date:
2011

The paper presents a new Self-Organizing Map (SOM) called HTS-SOM (HashTree Structure-SOM). This network can grow automatically, visualize data efficiently, query quickly, and possess a clear hierarchy structure. It overcome the restrict of which the tradition SOM model must be appointed in advance and can not hierarchically cluster, especially solve the problem that the time-consuming search for the Best Matching Unit in large maps. Experiment with real world data showed that the HTS-SOM is noticeably better in performance than the SOM and TS-SOM. It has computational complexity relative to the TS-SOM, but the topology is flexible and the search effectively.

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