Mining Hierarchies of Correlation Clusters
@article{Achtert2006MiningHO, title={Mining Hierarchies of Correlation Clusters}, author={Elke Achtert and C. B{\"o}hm and P. Kr{\"o}ger and A. Zimek}, journal={18th International Conference on Scientific and Statistical Database Management (SSDBM'06)}, year={2006}, pages={119-128} }
The detection of correlations between different features in high dimensional data sets is a very important data mining task. These correlations can be arbitrarily complex: one or more features might be correlated with several other features, and both noise features as well as the actual dependencies may be different for different clusters. Therefore, each cluster contains points that are located on a common hyperplane of arbitrary dimensionality in the data space and thus generates a separate… CONTINUE READING
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References
SHOWING 1-10 OF 21 REFERENCES
Density-Connected Subspace Clustering for High-Dimensional Data
- Mathematics, Computer Science
- SDM
- 2004
- 400
- PDF
OP-cluster: clustering by tendency in high dimensional space
- Mathematics, Computer Science
- Third IEEE International Conference on Data Mining
- 2003
- 204
- PDF
Finding generalized projected clusters in high dimensional spaces
- Computer Science
- SIGMOD '00
- 2000
- 514
- PDF
Finding generalized projected clusters in high dimensional spaces
- Computer Science
- SIGMOD 2000
- 2000
- 227
- PDF
Automatic subspace clustering of high dimensional data for data mining applications
- Computer Science
- SIGMOD '98
- 1998
- 2,588
- PDF