Intelligent agents serving based on the society information

Sanem Sariel, B. Tevfik Akgun

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

1 Citation (Scopus)

Abstract

In this paper, we propose a serving system consisting intelligent agents processing society information in a multi-user domain. The agents use the similarity information on the user preferences for providing services with the best quality. This similarity information is formed by using the clustering techniques. The agents are allowed to interact with others and exchange information based on this information. The agents' beliefs are formed based on the clustering process results and the user feedback for the information gained by the interactions. These beliefs are used to provide a continuous service for the user. The natural division of tasks among the agents reduces the workload for each agent. The cluster structure of the society may be changed according to the satisfaction levels of the users. Some general society parameters of the system are learned by a reinforcement learning method. We designed the agents by using our proposed social interactive agent model. The system model can be used for many of the serving systems by changing the service type.

Original languageEnglish
Title of host publicationProceedings - 8th IEEE International Symposium on Computers and Communication, ISCC 2003
Pages763-768
Number of pages6
DOIs
Publication statusPublished - 2003
Event8th IEEE International Symposium on Computers and Communication, ISCC 2003 - Kemer-Antalya, Turkey
Duration: 30 Jun 20033 Jul 2003

Publication series

NameProceedings - IEEE Symposium on Computers and Communications
ISSN (Print)1530-1346

Conference

Conference8th IEEE International Symposium on Computers and Communication, ISCC 2003
Country/TerritoryTurkey
CityKemer-Antalya
Period30/06/033/07/03

Keywords

  • Clustering
  • Learning
  • Socially intelligent interactive agents
  • User modeling

Fingerprint

Dive into the research topics of 'Intelligent agents serving based on the society information'. Together they form a unique fingerprint.

Cite this