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Projection-Based Clustering through Self-Organization and Swarm Intelligence

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dc.contributor.author Michael Christoph Thrun
dc.date.accessioned 2023-06-14T04:05:53Z
dc.date.available 2023-06-14T04:05:53Z
dc.date.issued 2018
dc.description DOI: https://doi.org/10.1007/978-3-658-20540-9; License: CC BY; Publisher: Springer
dc.description.abstract This 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.
dc.identifier.doi https://doi.org/10.1007/978-3-658-20540-9
dc.identifier.isbn 9783658205409
dc.identifier.uri http://repository.vlu.edu.vn:443/handle/123456789/5195
dc.language.iso en
dc.subject Open Access
dc.subject Cluster Analysis
dc.subject Dimensionality Reduction
dc.subject Swarm Intelligence
dc.subject Visualization
dc.subject Unsupervised machine learning
dc.subject Data science
dc.subject Knowledge Discovery
dc.subject 3D printing
dc.subject Self-Organization
dc.subject Emergence
dc.subject Game theory
dc.subject Advanced Analytics
dc.subject High-dimensional data
dc.subject Multivariate data
dc.subject Analysis of stuctured data
dc.subject data structures
dc.title Projection-Based Clustering through Self-Organization and Swarm Intelligence
dc.type Resource Types::text::book
dspace.entity.type Publication
oairecerif.author.affiliation #PLACEHOLDER_PARENT_METADATA_VALUE#
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Open Access Books - Technology - 2018