Projection-Based Clustering through Self-Organization and Swarm Intelligence Combining Cluster Analysis with the Visualization of High-Dimensional Data
-
- Englisch ausgewählt
Fr. 72.90
inkl. gesetzl. MwSt.,
Beschreibung
Produktdetails
Einband
Taschenbuch
Erscheinungsdatum
22.01.2018
Abbildungen
XX, 201 p. 90 illus., 29 illus. in color.
Verlag
Springer Fachmedien Wiesbaden GmbHSeitenzahl
201
Maße (L/B/H)
24/16.8/1.3 cm
Gewicht
384 g
Auflage
1st ed. 2018
Sprache
Englisch
ISBN
978-3-658-20539-3
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.
Noch keine Bewertungen vorhanden
Verfassen Sie die erste Bewertung zu diesem Artikel
Helfen Sie anderen Kundinnen und Kunden durch Ihre Meinung.