Generating a Diverse Set of High-Quality Clusterings

Details Generating a Diverse Set of High-Quality Clusterings Generating a Diverse Set of High-Quality Clusterings

2011-07-29

arxiv.org/abs/1108.0017v1

Computer Science

Learning

12 Pages, 5 Figures, 2nd MultiClust Workshop at ECML PKDD 2011

Scientific paper

We provide a new framework for generating multiple good quality partitions (clusterings) of a single data set. Our approach decomposes this problem into two components, generating many high-quality partitions, and then grouping these partitions to obtain k representatives. The decomposition makes the approach extremely modular and allows us to optimize various criteria that control the choice of representative partitions.

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