Projection-Based Clustering through Self-Organization and Swarm Intelligence

Combining Cluster Analysis with the Visualization of High-Dimensional Data

Autor: Michael Christoph Thrun

Limbă:

Legare: Carte broșată

Editura: Springer Fachmedien Wiesbaden

Disponibilitate: În depozitul extern

Expediem în 5-8 zile

276.42 lei

This book is published open access under a CC BY 4.0 license. It covers aspects of unsupervised mac...

Informații despre carte

Autor

Michael Christoph Thrun

Limbă

engleză

Legare

Carte - Carte broșată

Publicat

2018

Pagini

201

EAN

9783658205393

ISBN

3658205393

Enbook ID

18658150

Editura

Springer Fachmedien Wiesbaden

Greutate

472

Dimensiuni

168 x 240 x 14

Descriere completă

This book is published open access under a CC BY 4.0 license. It 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.

S-ar putea să te intereseze

Clienții care au cumpărat această carte au mai cumpărat și

Cele mai căutate

Categories

Authors

Publishers

Produse

Produse

Cele mai căutate

Categories

Authors

Publishers

Produse

Produse

Projection-Based Clustering through Self-Organization and Swarm Intelligence

Combining Cluster Analysis with the Visualization of High-Dimensional Data

Informații despre carte

Descriere completă

S-ar putea să te intereseze

Clienții care au cumpărat această carte au mai cumpărat și