Location via proxy:   [ UP ]  
[Report a bug]   [Manage cookies]                
skip to main content
10.1145/1160633.1160798acmconferencesArticle/Chapter ViewAbstractPublication PagesaamasConference Proceedingsconference-collections
Article

A context-aware approach for service selection using ontologies

Published: 08 May 2006 Publication History

Abstract

Selecting the right parties to interact with is a fundamental problem in open and dynamic environments. The problem is exemplified when the number of interacting parties is high and the parties' reasons for selecting others vary. We examine the problem of service selection in an e-commerce setting where consumer agents cooperate to identify service providers that would satisfy their service needs the most. Previous approaches to service selection are based on capturing and exchanging the ratings of consumers to providers. Contrary to previous, rating-based service selection, this paper advocates an objective experience-based approach for service provider selection, in which consumers record their experiences with service providers rather than the overall, subjective ratings for a provider. A consumer's experience with a service provider is represented using an ontology that can capture subtle details including the context in which the service was requested. When a service consumer decides to share her experiences with a second service consumer, the receiving consumer evaluates the experience using its own context and evaluation criteria. By sharing experiences rather than ratings, the service consumers can model service providers more accurately and thus can select the service providers for their needs more correctly.

References

[1]
E-bay web site: http://www.ebay.com, 1995.
[2]
SWRL: A Semantic Web Rule Language Combining OWL and RuleML, 2004.
[3]
Kaon2 web site: http://kaon2.semanticweb.org, 2005.
[4]
Owl-s: Semantic markup for web services, 2005.
[5]
C. Castelfranchi and R. Falcone. Principles of trust for MAS: cognitive anatomy, social importance, and quantification. In Proceedings of the 3rd International Conference on MultiAgent Systems, pages 72--79, 1998.
[6]
M. Şensoy, F. C. Pembe, H. Zirtiloǧlu, P. Yolum, and A. Bener. Experience-Based Service Provider Selection in Agent Mediated E-Commerce. To appear in Engineering Applications of Artificial Intelligence, 2006. Available at: www.cmpe.boun.edu.tr/~pyolum/eaai-2005.pdf.
[7]
M. Şensoy and P. Yolum. A comparative study of reasoning techniques for service selection. Technical Report FBE(CmpE01)2006-2, Boǧaziçi University, 2006. Available at: www.cmpe.boun.edu.tr/~pyolum/Sensoy Yolum-TechReport.pdf.
[8]
R. O. Duda, P. E. Hart, and D. G. Stork. Pattern Classification. John Wiley and Sons, West Sussex, 2001.
[9]
T. D. Huynh, N. R. Jennings, and N. Shadbolt. Fire: An integrated trust and reputation model for open multi-agent systems. In Proceedings of 16th European Conference on Artificial Intelligence, pages 18--22, 2004.
[10]
M. Maximilien and M. P. Singh. A framework and ontology for dynamic web services selection. IEEE Internet Computing, 8(5):84--93, 2004.
[11]
D. C. Montgomery. Design and analysis of experiments. John Wiley and Sons, West Sussex, 2001.
[12]
J. Sabater and C. Sierra. Reputation and social network analysis in multi-agent systems. In Proceedings of the 1st International Joint Conference on Autonomous Agents and MultiAgent Systems (AAMAS), pages 475--482, 2002.
[13]
S. Sen and N. Sajja. Robustness of reputation-based trust: Boolean case. In Proceedings of the 1st International Joint Conference on Autonomous Agents and MultiAgent Systems (AAMAS), pages 288--293, 2002.
[14]
L.-K. Soh and C. Chen. Balancing ontological and operational factors in refining multiagent neighborhoods. In Proceedings of the Fourth International Joint Conference on Autonomous Agents and MultiAgent Systems (AAMAS), pages 745--752, 2005.
[15]
P. Yolum and M. P. Singh. Flexible protocol specification and execution: Applying event calculus planning using commitments. In Proceedings of the First International Joint Conference on Autonomous Agents and MultiAgent Systems (AAMAS), pages 527--534, 2002.
[16]
P. Yolum and M. P. Singh. Engineering self-organizing referral networks for trustworthy service selection. IEEE Transactions on Systems, Man, and Cybernetics, A35(3):396--407, 2005.
[17]
B. Yu and M. P. Singh. Emergence of agent-based referral networks. In Proceedings of the First International Joint Conference on Autonomous Agents and MultiAgent Systems (AAMAS), pages 1268--1269, 2002.
[18]
H. Zhang, W. B. Croft, B. Levine, and V. Lesser. A multi-agent approach for peer-to-peer based information retrieval system. In Proceedings of the Third International Joint Conference on Autonomous Agents and MultiAgent Systems (AAMAS), pages 456--463, 2004.

Cited By

View all

Recommendations

Comments

Information & Contributors

Information

Published In

cover image ACM Conferences
AAMAS '06: Proceedings of the fifth international joint conference on Autonomous agents and multiagent systems
May 2006
1631 pages
ISBN:1595933034
DOI:10.1145/1160633
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

Sponsors

Publisher

Association for Computing Machinery

New York, NY, United States

Publication History

Published: 08 May 2006

Permissions

Request permissions for this article.

Check for updates

Author Tags

  1. service ontology
  2. service selection

Qualifiers

  • Article

Conference

AAMAS06
Sponsor:

Acceptance Rates

Overall Acceptance Rate 1,155 of 5,036 submissions, 23%

Contributors

Other Metrics

Bibliometrics & Citations

Bibliometrics

Article Metrics

  • Downloads (Last 12 months)2
  • Downloads (Last 6 weeks)0
Reflects downloads up to 14 Oct 2024

Other Metrics

Citations

Cited By

View all
  • (2019)A taxonomy approach for multi-context trustExpert Systems with Applications: An International Journal10.1016/j.eswa.2019.03.013127:C(295-307)Online publication date: 1-Aug-2019
  • (2016)Trust-based group services selection in web-based service-oriented environmentsWorld Wide Web10.1007/s11280-015-0362-019:5(807-832)Online publication date: 1-Sep-2016
  • (2014)Trust and matching algorithms for selecting suitable agentsACM Transactions on Intelligent Systems and Technology10.1145/2542182.25421985:1(1-39)Online publication date: 3-Jan-2014
  • (2013)A robust trust model for service-oriented systemsJournal of Computer and System Sciences10.1016/j.jcss.2012.11.00579:5(596-608)Online publication date: 1-Aug-2013
  • (2010)PBTrustProceedings of the 2010 IEEE/IFIP International Conference on Embedded and Ubiquitous Computing10.1109/EUC.2010.129(841-848)Online publication date: 11-Dec-2010
  • (2010)Psychological model based attitude prediction for context-aware servicesExpert Systems with Applications: An International Journal10.1016/j.eswa.2009.07.07637:3(2477-2485)Online publication date: 1-Mar-2010
  • (2009)Evolving service semantics cooperativelyAutonomous Agents and Multi-Agent Systems10.1007/s10458-008-9071-818:3(526-555)Online publication date: 1-Jun-2009
  • (2009)Formalizing Excusableness of Failures in Multi-Agent SystemsAgent Computing and Multi-Agent Systems10.1007/978-3-642-01639-4_11(122-133)Online publication date: 21-Apr-2009
  • (2008)A cooperation-based approach for evolution of service ontologiesProceedings of the 7th international joint conference on Autonomous agents and multiagent systems - Volume 210.5555/1402298.1402340(837-844)Online publication date: 12-May-2008
  • (2008)Experimental Evaluation of Deceptive Information Filtering in Context-Aware Service SelectionTrust in Agent Societies10.1007/978-3-540-92803-4_17(326-347)Online publication date: 23-Dec-2008
  • Show More Cited By

View Options

Get Access

Login options

View options

PDF

View or Download as a PDF file.

PDF

eReader

View online with eReader.

eReader

Media

Figures

Other

Tables

Share

Share

Share this Publication link

Share on social media