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Constraint-Driven Clustering

Published on Sep 14, 20076428 Views

Rong Ge

Clustering methods can be either data-driven or need-driven. Data-driven methods intend to discover the true structure of the underlying data while need-driven methods aims at organizing the true stru

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Clustering

Chapter list

Constraint-Driven Clustering00:00
Introduction00:17
Capturing Application Needs01:01
Constraint-Driven Clustering01:59
Motivation - Energy Aware Sensor Networks02:56
Motivation - Privacy Preservation04:28
Related Work05:13
Constraint-Driven Clustering (CDC)06:24
Theoretical Results06:59
Heuristic Algorithm07:54
CD-Tree08:48
CD-Tree vs. CF-Tree and R*-Tree09:54
Algorithm10:37
Experimental Results12:29
Results on Synthetic data set13:15
Results on Letter data set13:34
Conclusion & Future work13:50
Reference14:46
Reference14:50
Thanks14:53