Collaborative Learning of Ontology Fragments by Cooperating Agents


Packer, Heather S., Gibbins, Nicholas and Jennings, Nicholas R. (2010) Collaborative Learning of Ontology Fragments by Cooperating Agents. In, IEEE/WIC/ACM International Conference on Intelligent Agent Technology, Toronto, Canada, 01 - 03 Sep 2010. , 89-96.

Download

[img] PDF - Accepted Version
Download (4Mb)

Description/Abstract

Collaborating agents require either prior agree- ment on the shared vocabularies that they use for communica- tion, or some means of translating between their private ontolo- gies. Thus, techniques that enable agents to build shared vo- cabularies allow them to share and learn new concepts, and are therefore beneficial when these concepts are required on multi- ple occasions. However, if this is not carried out in an effective manner then the performance of an agent may be adversely affected by the time required to infer over large augmented ontologies, so causing problems in time-critical scenarios such as search and rescue. In this paper, we present a new technique that enables agents to augment their ontology with carefully selected concepts into their ontology. We contextualise this generic approach in the domain of RoboCup Rescue. Specifi- cally, we show, through empirical evaluation, that our approach saves more civilians, reduces the percentage of the city burnt, and spends the least amount of time accessing its ontology compared with other state of the art benchmark approaches.

Item Type: Conference or Workshop Item (Paper)
Additional Information: Awarded Best Paper Event Dates: 1-3 September 2010
ISBNs: 9780769541914
Related URLs:
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: 271241
Date Deposited: 09 Jun 2010 22:58
Last Modified: 27 Mar 2014 20:16
Further Information:Google Scholar
URI: http://eprints.soton.ac.uk/id/eprint/271241

Actions (login required)

View Item View Item

Downloads from ePrints over the past year. Other digital versions may also be available to download e.g. from the publisher's website.

View more statistics