Fuzzy Evaluation of Agent-Based Semantic Match-Making Algorithm for Cyberspace

International Journal of Semantic Computing, Vol. 3, No. 1 pp. 57-76, 2009

20 Pages Posted: 21 Jan 2010

See all articles by Dimple Juneja

Dimple Juneja

NIT, Kurukshetra

S. S. Iyengar

Louisiana State University, Baton Rouge

Vir V. Phoha

Louisiana Tech University

Date Written: January, 13 2010

Abstract

Intelligent agents help to automate time and resource consuming tasks such as anomaly detection, pattern recognition, monitoring and decision-making. One of the major issues in automation of cyberspace is the discordance between the concept people use and the elucidation of the corresponding data by existing algorithms. Moreover, the measurement and computation of relevance referred to as degree of match-making is a crucial task and presents one of the most important challenges in unknown and uncertain environments of multi-agent systems. Optimal algorithms that generate the best matches for a user input are desired. This paper overcomes the challenges listed by proposing an agent-based semantic match-making algorithm that addresses the problem of eterogeneous ontology at user end and semantically enhances the user-input. A degree of match-making evaluation scheme based on fuzzy logic is proposed and evaluated using synthetic data from the web. The results are found to be consistent on the scale provided by the existing algorithms.

Keywords: Software agents, semantic web services, fuzzy logic, trust, degree of match-making.

Suggested Citation

Juneja, Dimple and Iyengar, S. S. and Phoha, Vir V., Fuzzy Evaluation of Agent-Based Semantic Match-Making Algorithm for Cyberspace (January, 13 2010). International Journal of Semantic Computing, Vol. 3, No. 1 pp. 57-76, 2009, Available at SSRN: https://ssrn.com/abstract=1536348 or http://dx.doi.org/10.2139/ssrn.1536348

Dimple Juneja (Contact Author)

NIT, Kurukshetra ( email )

Deaprtment of Computer Applications
NIT Kurukshetra
Kurukshetra, 136119
India
+91-9991276724 (Phone)

S. S. Iyengar

Louisiana State University, Baton Rouge ( email )

Baton Rouge, LA 70803
United States

Vir V. Phoha

Louisiana Tech University ( email )

Rouston
LA 71272
United States

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