Ontology-based specific and exhaustive user profiles for constraint information fusion for multi-agents

Tao, Xiaohui ORCID: https://orcid.org/0000-0002-0020-077X and Li, Yuefeng and Lau, Raymond Y. K. and Geva, Shlomo (2010) Ontology-based specific and exhaustive user profiles for constraint information fusion for multi-agents. In: 2010 IEEE/WIC/ACM International Conference on Web Intelligence, 31 Aug-3 Sep 2010, Toronto, Canada.

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Abstract

Intelligent agents are an advanced technology utilized in Web Intelligence. When searching information from a distributed Web environment, information is retrieved by multi-agents on the client site and fused on the broker site. The current information fusion techniques rely on cooperation of agents to provide statistics. Such techniques are computationally expensive and unrealistic in the real world. In this paper, we introduce a model that uses a world ontology constructed from the Dewey Decimal Classification to acquire user profiles. By search using specific and exhaustive user profiles, information fusion techniques no longer rely on the statistics provided by agents. The model has been successfully evaluated using the large INEX data set simulating the distributed Web environment.


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Item Type: Conference or Workshop Item (Commonwealth Reporting Category E) (Paper)
Refereed: Yes
Item Status: Live Archive
Additional Information: © 2010 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works.
Faculty/School / Institute/Centre: Historic - Faculty of Sciences - Department of Maths and Computing (Up to 30 Jun 2013)
Faculty/School / Institute/Centre: Historic - Faculty of Sciences - Department of Maths and Computing (Up to 30 Jun 2013)
Date Deposited: 19 May 2011 07:21
Last Modified: 25 Aug 2016 05:22
Uncontrolled Keywords: distributed information gathering; information fusion; multi-agents; ontology; specificity; exhaustivity
Fields of Research (2008): 01 Mathematical Sciences > 0104 Statistics > 010401 Applied Statistics
08 Information and Computing Sciences > 0805 Distributed Computing > 080505 Web Technologies (excl. Web Search)
08 Information and Computing Sciences > 0807 Library and Information Studies > 080704 Information Retrieval and Web Search
Fields of Research (2020): 49 MATHEMATICAL SCIENCES > 4905 Statistics > 490501 Applied statistics
46 INFORMATION AND COMPUTING SCIENCES > 4606 Distributed computing and systems software > 460612 Service oriented computing
46 INFORMATION AND COMPUTING SCIENCES > 4605 Data management and data science > 460508 Information retrieval and web search
Socio-Economic Objectives (2008): B Economic Development > 89 Information and Communication Services > 8903 Information Services > 890301 Electronic Information Storage and Retrieval Services
Identification Number or DOI: https://doi.org/10.1109/WI-IAT.2010.76
URI: http://eprints.usq.edu.au/id/eprint/19090

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