Efficient Clustering of Uncertain Data

作者: Wang Ngai , Ben Kao , Chun Chui , Reynold Cheng , Michael Chau

DOI: 10.1109/ICDM.2006.63

关键词:

摘要: We study the problem of clustering data objects whose locations are uncertain. A data object is represented by an uncertainty region over which a probability density function (pdf) is …

参考文章(19)
Mirco Nanni, Speeding-Up Hierarchical Agglomerative Clustering in Presence of Expensive Metrics Advances in Knowledge Discovery and Data Mining. pp. 378- 387 ,(2005) , 10.1007/11430919_45
Michael Chau, Reynold Cheng, Ben Kao, Jackey Ng, Uncertain data mining: an example in clustering location data knowledge discovery and data mining. pp. 199- 204 ,(2006) , 10.1007/11731139_24
H. Kriegel, M. Pfeifle, Hierarchical density-based clustering of uncertain data international conference on data mining. pp. 689- 692 ,(2005) , 10.1109/ICDM.2005.75
Mika Sato, Yoshiharu Sato, J. Kacprzyk, L. C. Jain, Fuzzy clustering models and applications ,(1997)
Ouri Wolfson, A. Prasad Sistla, Sam Chamberlain, Yelena Yesha, Updating and Querying Databases that Track Mobile Units mobile data management. ,vol. 7, pp. 257- 387 ,(1999) , 10.1023/A:1008782710752
Hans-Peter Kriegel, Martin Ester, Jörg Sander, Xiaowei Xu, A density-based algorithm for discovering clusters in large spatial Databases with Noise knowledge discovery and data mining. pp. 226- 231 ,(1996)
Hans-Peter Kriegel, Martin Pfeifle, Density-based clustering of uncertain data knowledge discovery and data mining. pp. 672- 677 ,(2005) , 10.1145/1081870.1081955
M. Ichino, H. Yaguchi, Generalized Minkowski metrics for mixed feature-type data analysis systems man and cybernetics. ,vol. 24, pp. 698- 708 ,(1994) , 10.1109/21.286391
Enrique H. Ruspini, A new approach to clustering Information & Computation. ,vol. 15, pp. 22- 32 ,(1969) , 10.1016/S0019-9958(69)90591-9