會議論文
| 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 | en |
| 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 | HKG |
| 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 |
| 相關連結 |
機構典藏連結 ( http://tkuir.lib.tku.edu.tw:8080/dspace/handle/987654321/37160 ) |