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

by Michael Christoph Thrun
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Current price ₹5,255.00
Original price ₹5,484.00
Original price ₹5,484.00
Original price ₹5,484.00
(-4%)
₹5,255.00
Current price ₹5,255.00

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Book cover type: Hardcover
  • ISBN13: 9781013269912
  • Binding: Hardcover
  • Subject: N/A
  • Publisher: Saint Philip Street Press
  • Publisher Imprint: Saint Philip Street Press
  • Publication Date:
  • Pages: 212
  • Original Price: USD 55.95
  • Language: English
  • Edition: N/A
  • Item Weight: 781 grams
  • BISAC Subject(s): Data Science / General

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.

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