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Determine the optimal parameter foriInformation bottleneck method

Li, Gang, Liu, Dong, Ye, Yangdong and Rong, Jia 2006, Determine the optimal parameter foriInformation bottleneck method, Lecture notes in computer science, vol. 4099, pp. 1005-1009.

Document type: Journal Article
Collection: School of Engineering and Information Technology
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Title Determine the optimal parameter foriInformation bottleneck method
Author(s) Li, Gang
Liu, Dong
Ye, Yangdong
Rong, Jia
Journal name Lecture notes in computer science
Volume number 4099
Start page 1005
End page 1009
Publisher Springer-Verlag
Place of publication Berlin, Germany
Publication date 2006
ISSN 0302-9743
1611-3349
Summary A natural question in Information Bottleneck method is how many “groups” are appropriate. The dependency on prior knowledge restricts the applications of many Information Bottleneck algorithms. In this paper we aim to remove this dependency by formulating the parameter choosing as a model selection problem, and solve it using the minimum message length principle. Empirical results in the documentation clustering scenario indicates that the proposed method works well for the determination of the optimal parameter value for information bottleneck method.
Language eng
Field of Research 080299 Computation Theory and Mathematics not elsewhere classified
HERDC Research category C1 Refereed article in a scholarly journal
Copyright notice ©2006, Springer-Verlag Berlin Heidelberg
Persistent URL http://hdl.handle.net/10536/DRO/DU:30003888
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