{"product_id":"projection-based-clustering-through-self-organization-and-swarm-intelligence-von-michael-christoph-thrun","title":"Projection-Based Clustering through Self-Organization and Swarm Intelligence","description":"\n                                \n                \u003cp\u003eThis open access 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\n                            \n            \u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783658205393\"\u003e\u003ch3\u003eCombining Cluster Analysis with the Visualization of High-Dimensional Data\u003c\/h3\u003e\u003c\/div\u003e","brand":"Autorenwelt Shop","offers":[{"title":"Softcover - 9783658205393","offer_id":40611285106781,"sku":"9783658205393","price":53.49,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/816bcce7-738d-4762-9b01-16f5a49d69ff.jpg?v=1747025340","url":"https:\/\/shop.autorenwelt.de\/products\/projection-based-clustering-through-self-organization-and-swarm-intelligence-von-michael-christoph-thrun","provider":"Autorenwelt Shop","version":"1.0","type":"link"}