Projection-Based Clustering Through Self-Organization and Swarm Intelligence - Michael Christoph Thrun - Bücher - Saint Philip Street Press - 9781013269905 - 8. Oktober 2020
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Projection-Based Clustering Through Self-Organization and Swarm Intelligence

Michael Christoph Thrun

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Projection-Based Clustering Through Self-Organization and Swarm Intelligence

This 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. This work was published by Saint Philip Street Press pursuant to a Creative Commons license permitting commercial use. All rights not granted by the work's license are retained by the author or authors.

Medien Bücher     Taschenbuch   (Buch mit Softcover und geklebtem Rücken)
Erscheinungsdatum 8. Oktober 2020
ISBN13 9781013269905
Verlag Saint Philip Street Press
Seitenanzahl 212
Maße 216 × 280 × 11 mm   ·   503 g
Sprache Englisch  

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