{"product_id":"projection-based-clustering-through-self-organization-and-michael-christoph-thrun-9781013269912","title":"Projection-Based Clustering Through Self-Organization and Swarm Intelligence: Combining Cluster Analysis With the Visualization of High-Dimensional Da","description":"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. \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.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Michael Christoph Thrun\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 1013269918\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9781013269912\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Saint Philip Street Press\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 10\/08\/2020\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 212\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Hardcover\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.72lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 11.00h x 8.50w x 0.50d","brand":"Michael Christoph Thrun","offers":[{"title":"Hardcover","offer_id":43943643218175,"sku":"9781013269912","price":55.95,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/products\/img_d0c9de30-06e1-418a-9eb7-23772a83c3fa.jpg?v=1681499245","url":"https:\/\/www.whiterainbookhouse.com\/products\/projection-based-clustering-through-self-organization-and-michael-christoph-thrun-9781013269912","provider":"WR Book House","version":"1.0","type":"link"}