Modeling and multiway analysis of chatroom tensors

Acar, Evrim, Camtepe, Seyit A., Krishnamoorthy, Mukkai S., & Yener, Bulent (2005) Modeling and multiway analysis of chatroom tensors. Lecture Notes in Computer Science : Intelligence and Security Informatics, 3495, pp. 256-268.

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Abstract

This work identifies the limitations of n-way data analysis techniques in multidimensional stream data, such as Internet chat room communications data, and establishes a link between data collection and performance of these techniques. Its contributions are twofold. First, it extends data analysis to multiple dimensions by constructing n-way data arrays known as high order tensors. Chat room tensors are generated by a simulator which collects and models actual communication data. The accuracy of the model is determined by the Kolmogorov-Smirnov goodness-of-fit test which compares the simulation data with the observed (real) data. Second, a detailed computational comparison is performed to test several data analysis techniques including svd [1], and multi-way techniques including Tucker1, Tucker3 [2], and Parafac [3].

Impact and interest:

25 citations in Scopus
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29 citations in Web of Science®

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ID Code: 58331
Item Type: Journal Article
Refereed: Yes
Additional Information: Paper presented in IEEE International Conference on Intelligence and Security Informatics, ISI 2005, Atlanta, GA, USA, May 19-20, 2005. Proceedings
Keywords: social networks, chatroom analysis, n-way analysis, high order sensors
DOI: 10.1007/11427995_21
ISSN: 0302-9743
Subjects: Australian and New Zealand Standard Research Classification > INFORMATION AND COMPUTING SCIENCES (080000) > COMPUTATION THEORY AND MATHEMATICS (080200) > Applied Discrete Mathematics (080202)
Australian and New Zealand Standard Research Classification > INFORMATION AND COMPUTING SCIENCES (080000) > COMPUTATION THEORY AND MATHEMATICS (080200) > Computation Theory and Mathematics not elsewhere classified (080299)
Divisions: Current > Schools > School of Electrical Engineering & Computer Science
Past > Institutes > Information Security Institute
Current > QUT Faculties and Divisions > Science & Engineering Faculty
Deposited On: 19 Mar 2013 01:15
Last Modified: 25 Mar 2013 03:28

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