教師資料查詢 | 類別: 會議論文 | 教師: 楊富文 FU-WEN YANG (瀏覽個人網頁)

標題:Robust Clustering based on Winner-Population Markov Chain
學年95
學期1
發表日期2006/08/20
作品名稱Robust Clustering based on Winner-Population Markov Chain
作品名稱(其他語言)
著者Yang, Fu-wen; Lin, Hwei-jen; Wang, Patrick, S. P.; Wu, Hung-hsuan
作品所屬單位淡江大學資訊工程學系
出版者
會議名稱The 18th International Conference on Pattern Recognition (ICPR'06)
會議地點Hong Kong, China
摘要In this paper, we propose an unsupervised genetic clustering algorithm, which produces a new chromosome without any conventional genetic operators, and instead according to the gene reproducing probabilities determined by Markov chain modeling. Selection of cluster centers from the dataset enables construction of a look-up table that saves the distances between all pairs of data points. The experimental results show that the proposed algorithm not only solves the premature problem to provide a more stable clustering performance in terms of number of clusters and clustering results, but also improves the time efficiency
關鍵字
語言英文
收錄於EI
會議性質國際
校內研討會地點
研討會時間20060820~20060824
通訊作者
國別香港
公開徵稿Y
出版型式紙本
出處Proceedings of the 18th International Conference on Pattern Recognition (ICPR2006), pp.589-592
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