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» On Density Based Transforms for Uncertain Data Mining
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ICDE
2007
IEEE
162views Database» more  ICDE 2007»
14 years 6 months ago
On Density Based Transforms for Uncertain Data Mining
In spite of the great progress in the data mining field in recent years, the problem of missing and uncertain data has remained a great challenge for data mining algorithms. Many ...
Charu C. Aggarwal
ICDM
2008
IEEE
185views Data Mining» more  ICDM 2008»
13 years 12 months ago
Clustering Uncertain Data Using Voronoi Diagrams
We study the problem of clustering uncertain objects whose locations are described by probability density functions (pdf). We show that the UK-means algorithm, which generalises t...
Ben Kao, Sau Dan Lee, David W. Cheung, Wai-Shing H...
PAKDD
2007
ACM
106views Data Mining» more  PAKDD 2007»
13 years 11 months ago
Hierarchical Density-Based Clustering of Categorical Data and a Simplification
Bill Andreopoulos, Aijun An, Xiaogang Wang
KDD
1999
ACM
141views Data Mining» more  KDD 1999»
13 years 9 months ago
Density-Based Indexing for Approximate Nearest-Neighbor Queries
Kristin P. Bennett, Usama M. Fayyad, Dan Geiger
ICDE
2009
IEEE
157views Database» more  ICDE 2009»
14 years 6 days ago
Clustering Uncertain Data with Possible Worlds
The topic of managing uncertain data has been explored in many ways. Different methodologies for data storage and query processing have been proposed. As the availability of manag...
Peter Benjamin Volk, Frank Rosenthal, Martin Hahma...