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VLDB
2004
ACM
126views Database» more  VLDB 2004»
10 years 8 months ago
A Framework for Projected Clustering of High Dimensional Data Streams
Charu C. Aggarwal, Jiawei Han, Jianyong Wang, Phil...
ICDE
2009
IEEE
170views Database» more  ICDE 2009»
10 years 9 months ago
On High Dimensional Projected Clustering of Uncertain Data Streams
— In this paper, we will study the problem of projected clustering of uncertain data streams. The use of uncertainty is especially important in the high dimensional scenario, bec...
Charu C. Aggarwal
APWEB
2006
Springer
10 years 6 months ago
Generalized Projected Clustering in High-Dimensional Data Streams
Clustering is to identify densely populated subgroups in data, while correlation analysis is to find the dependency between the attributes of the data set. In this paper, we combin...
Ting Wang
SDM
2012
SIAM
452views Data Mining» more  SDM 2012»
8 years 5 months ago
Density-based Projected Clustering over High Dimensional Data Streams
Clustering of high dimensional data streams is an important problem in many application domains, a prominent example being network monitoring. Several approaches have been lately ...
Irene Ntoutsi, Arthur Zimek, Themis Palpanas, Peer...
DEXA
2009
Springer
151views Database» more  DEXA 2009»
10 years 9 months ago
Detecting Projected Outliers in High-Dimensional Data Streams
Abstract. In this paper, we study the problem of projected outlier detection in high dimensional data streams and propose a new technique, called Stream Projected Ouliter deTector ...
Ji Zhang, Qigang Gao, Hai H. Wang, Qing Liu, Kai X...
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