Name: Projection-Based Clustering Through Self-Organization and Swarm Intelligence: Combining Cluster Analysis With the Visualization of High-Dimensional Da (en Inglés)
SKU: 57637533
Price: 75.75 USD
Availability: InStock
Author: Michael Christoph Thrun

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

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 Dura

Dimensiones

27.9x21.6x1.3 cm

Peso

0.78 kg.

ISBN13

9781013269912

Categorías

Ciencia y análisis de datos: generalidades
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 Dura

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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.