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Alternative clustering in subspace projections
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Modern storage systems allow to capture data in its full complexity. As implication for the data mining task of clustering, multiple, alternative, and valid clusterings can be identified for a single dataset. A second observation is that clustering based on all attributes, in the full-space, is futile, but valuable cluster patterns can be found for subsets of attributes. This thesis contributes novel methods for detecting multiple, alternative clusterings in subspace projections of the data.
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Alternative clustering in subspace projections, Ines Färber
- Language
- Released
- 2015
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- Title
- Alternative clustering in subspace projections
- Language
- English
- Authors
- Ines Färber
- Publisher
- Apprimus Verlag
- Released
- 2015
- ISBN10
- 3863593685
- ISBN13
- 9783863593681
- Series
- Ergebnisse aus der Informatik
- Category
- Computers, IT, Programming
- Description
- Modern storage systems allow to capture data in its full complexity. As implication for the data mining task of clustering, multiple, alternative, and valid clusterings can be identified for a single dataset. A second observation is that clustering based on all attributes, in the full-space, is futile, but valuable cluster patterns can be found for subsets of attributes. This thesis contributes novel methods for detecting multiple, alternative clusterings in subspace projections of the data.