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DOI: 10.5445/IR/1000048790

Attribute Relationship Analysis in Outlier Mining and Stream Processing

Keller, Fabian

Abstract:
The main theme of this thesis is to unite two important fields of data analysis, outlier mining and attribute relationship analysis. In this work we establish the connection between these two fields. We present techniques which exploit this connection, allowing to improve outlier detection in high dimensional data. In the second part of the thesis we extend our work to the emerging topic of data streams.


Zugehörige Institution(en) am KIT Institut für Programmstrukturen und Datenorganisation (IPD)
Publikationstyp Hochschulschrift
Jahr 2015
Sprache Englisch
Identifikator URN: urn:nbn:de:swb:90-487901
KITopen ID: 1000048790
Verlag Karlsruhe
Abschlussart Dissertation
Fakultät Fakultät für Informatik (INFORMATIK)
Institut Institut für Programmstrukturen und Datenorganisation (IPD)
Prüfungsdaten 01.07.2015
Referent/Betreuer Prof. K. Böhm
Schlagworte Outlier Mining, Correlation Analysis, Subspace Search, Stream Processing
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