An on-line algorithm for semantic forgetting


Packer, Heather S., Gibbins, Nicholas and Jennings, Nicholas R. (2011) An on-line algorithm for semantic forgetting. In, IJCAI'11. Proceedings of the Twenty-Second International Joint Conference on Artificial Intelligence - Volume Three, Barcelona, ES, 18 - 22 Jul 2011. , 2704-2709. (doi:10.5591/978-1-57735-516-8/IJCAI11-450).

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Description/Abstract

Ontologies that evolve through use to support new domain tasks can grow extremely large. Moreover, large ontologies require more resources to use and have slower response times than small ones. To help address this problem, we present an on-line semantic forgetting algorithm that removes ontology fragments containing infrequently used or cheap to relearn concepts. We situate our algorithm in an extension of the widely used RoboCup Rescue platform, which provides simulated tasks to agents. We show that our agents send fewer messages and complete more tasks, and thus achieve a greater degree of success, than other state-of-the-art approaches.

Item Type: Conference or Workshop Item (Paper)
ISBNs: 9781577355151 (hardback)
Subjects: Q Science > QA Mathematics > QA75 Electronic computers. Computer science
Divisions: Faculty of Physical Sciences and Engineering > Electronics and Computer Science > Agents, Interactions & Complexity
Faculty of Physical Sciences and Engineering > Electronics and Computer Science > Web & Internet Science
ePrint ID: 272176
Date Deposited: 12 Apr 2011 20:36
Last Modified: 14 Apr 2014 11:35
Further Information:Google Scholar
URI: http://eprints.soton.ac.uk/id/eprint/272176

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