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Multiclass Density Estimation Analysis in N-Dimensional Space featuring Delaunay Tessellation Field Estimation
Uppsala University, Disciplinary Domain of Science and Technology, Mathematics and Computer Science, Department of Information Technology.
2016 (English)Independent thesis Basic level (degree of Bachelor), 10 credits / 15 HE creditsStudent thesis
Abstract [en]

Multiclass density estimation is a method that can both estimate the density of a field and classify a given point to its targeted class. Delaunay Tessellation Field Estimation is a tessellation based multiclass density estimation technique that has recently been resurfaced and has been applied in the field of astronomy and computer science. In this paper Delaunay Tessellation Field Estimation is compared with other traditional density estimation techniques such as Kernel Density Estimation, k-Nearest Neighbour Density, Local Reachability Density and histogram to deliver a detailed performance analysis. One of the main conclusions is that Delaunay Tessellation Field Estimation scales in the number of data points but not the dimensions.

Place, publisher, year, edition, pages
2016. , 26 p.
Series
IT, 16062
National Category
Engineering and Technology
Identifiers
URN: urn:nbn:se:uu:diva-301958OAI: oai:DiVA.org:uu-301958DiVA: diva2:955763
Educational program
Bachelor Programme in Computer Science
Supervisors
Examiners
Available from: 2016-08-26 Created: 2016-08-26 Last updated: 2016-08-26Bibliographically approved

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File name FULLTEXT01.pdfFile size 800 kBChecksum SHA-512
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Type fulltextMimetype application/pdf

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