Name: Projection-Based Clustering Through Self-Organization and Swarm Intelligence: Combining Cluster Analysis With the Visualization of High-Dimensional Da (en Inglés)
Price: 173983.00 COP
Availability: InStock
Author: Michael Christoph Thrun
ISBN: 9781013269905

portada Projection-Based Clustering Through Self-Organization and Swarm Intelligence: Combining Cluster Analysis With the Visualization of High-Dimensional Da (en Inglés)

Formato

Libro Físico

Autor

Michael Christoph Thrun

Editorial

Saint Philip Street Press

Idioma

Inglés

N° páginas

212

Encuadernación

Tapa Blanda

Dimensiones

27.9 x 21.6 x 1.1 cm

Peso

0.50 kg.

ISBN13

9781013269905

Categorías

Ciencia y análisis de datos
Análisis y captura de datos

Projection-Based Clustering Through Self-Organization and Swarm Intelligence: Combining Cluster Analysis With the Visualization of High-Dimensional Da (en Inglés)

Michael Christoph Thrun (Autor) · Saint Philip Street Press · Tapa Blanda

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Reseña del libro "Projection-Based Clustering Through Self-Organization and Swarm Intelligence: Combining Cluster Analysis With the Visualization of High-Dimensional Da (en Inglés)"

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.