https://scholars.lib.ntu.edu.tw/handle/123456789/316167
標題: | KACU: K-means with hardware Centroid-Updating | 作者: | Liu, Wei-Chuan Huang, Jiun-Long MING-SYAN CHEN |
公開日期: | 2005 | 卷: | 2005 | 起(迄)頁: | 68-70 | 來源出版物: | Emerging Information Technology Conference 2005 | 摘要: | 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/關鍵字: | Algorithms; Information technology; Performance; Clustering algorithm; Continuous K-means algorithm; Field programmable gate arrays |
顯示於: | 電機工程學系 |
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