https://scholars.lib.ntu.edu.tw/handle/123456789/316167
Title: | KACU: K-means with hardware Centroid-Updating | Authors: | Liu, Wei-Chuan Huang, Jiun-Long MING-SYAN CHEN |
Issue Date: | 2005 | Journal Volume: | 2005 | Start page/Pages: | 68-70 | Source: | Emerging Information Technology Conference 2005 | Abstract: | In this paper, we propose a framework, KACU (standing for K-means with hArdware Centroid Updating), to enhance the speed of K-means clustering algorithm by integrating a hardware centroid updating mechanism into the procedure of continuous K-means algorithm. To facilitate performance measurement, KACU is implemented in a commercial Field Programmable Gate Array (abbreviated as FPGA) device. The experimental results show that KACU is able to achieve considerably higher performance. © 2005 IEEE. |
URI: | http://www.scopus.com/inward/record.url?eid=2-s2.0-33751181440&partnerID=MN8TOARS http://scholars.lib.ntu.edu.tw/handle/123456789/316167 |
DOI: | 10.1109/EITC.2005.1544347 | SDG/Keyword: | Algorithms; Information technology; Performance; Clustering algorithm; Continuous K-means algorithm; Field programmable gate arrays |
Appears in Collections: | 電機工程學系 |
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01544347.pdf | 119.15 kB | Adobe PDF | View/Open |
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