Projection-Based Clustering through Self-Organization and Swarm Intelligence : Combining Cluster Analysis with the Visualization of High-Dimensional Data PDF
by Michael Christoph Thrun
Description
This open access book covers aspects of unsupervised machine learning used for knowledge discovery in data science and introduces a data-driven approach to cluster analysis, the Databionic swarm (DBS). DBS consists of the 3D landscape visualization and clustering of data. The 3D landscape enables 3D printing of high-dimensional data structures. The clustering and number of clusters or an absence of cluster structure are verified by the 3D landscape at a glance. DBS is the first swarm-based technique that shows emergent properties while exploiting concepts of swarm intelligence, self-organization and the Nash equilibrium concept from game theory. It results in the elimination of a global objective function and the setting of parameters. By downloading the R package DBS can be applied to data drawn from diverse research fields and used even by non-professionals in the field of data mining.
Information
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Download - Immediately Available
- Format:PDF
- Publisher:Springer Fachmedien Wiesbaden
- Publication Date:09/01/2018
- Category:
- ISBN:9783658205409
Other Formats
- Paperback / softback from £44.99
Information
-
Download - Immediately Available
- Format:PDF
- Publisher:Springer Fachmedien Wiesbaden
- Publication Date:09/01/2018
- Category:
- ISBN:9783658205409
