{"product_id":"projection-based-clustering-through-self-organization-and-swarm-intelligence-combining-cluster-analysis-with-the-visualization-of-high-dimensional-da-9781013269912","title":"Projection-Based Clustering Through Self-Organization and Swarm Intelligence: Combining Cluster Analysis With the Visualization of High-Dimensional Da","description":"\u003cp\u003e • Author(s): Michael Christoph Thrun\u003cbr\u003e • Publisher: Saint Philip Street Press\u003cbr\u003e • Publisher Imprint: Saint Philip Street Press\u003cbr\u003e • BISAC: Data Science - General\u003c\/p\u003e\u003cp\u003eThis 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. \u003c\/p\u003e\u003cp\u003e\u003c\/p\u003eThis 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.","brand":"Atlantic Books","offers":[{"title":"Hardcover","offer_id":46418536333463,"sku":"9781013269912","price":5255.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781013269912.webp?v=1769071192","url":"https:\/\/atlanticbooks.com\/products\/projection-based-clustering-through-self-organization-and-swarm-intelligence-combining-cluster-analysis-with-the-visualization-of-high-dimensional-da-9781013269912","provider":"Atlantic Books","version":"1.0","type":"link"}