DocumentCode :
3250930
Title :
Cooperating search agents explore more than defecting search agents in the Internet information access
Author :
Oh, Jae C.
Author_Institution :
Dept. of Electr. Eng. & Comput. Sci., Syracuse Univ., NY, USA
Volume :
2
fYear :
2001
fDate :
2001
Firstpage :
1261
Abstract :
In the Internet Information Access Problem, information-seeking agents (software or humans) are selfishly rational in obtaining the information sought. From a single agent´s perspective, sending out as many queries as possible maximizes the chance of achieving the information sought. However, if every agent does the same, the information servers will be overloaded and most of the search agents won´t be able to retrieve the information. Our previous results suggest that when behaviorally similar information-seeking agents cluster together, cooperation is promoted. In these experiments, the ranges of query (i.e., maximum logical distance from the information-seeking agents to potential information severs) is fixed for each search agent; agents only inquire the severs within the distance. The article evolves the range of the access distance. When similar agents (cooperators with cooperators and defectors with defectors), cluster together, cooperators tend to access diversified information sites while defectors tend to access only common information sites, resulting in high congestion. This phenomenon can be seen in human agents as well. When an agent sees too much competition or overuse of resource, it considers alternative choices. For example, when people see a congested highway, they tend to take other routes even if the routes may be longer. A similar phenomena is observed in our experiments. The results of the research can be used to help designing the Internet search agents that are efficient and less burdensome to information servers
Keywords :
Internet; information retrieval; search engines; software agents; Internet Information Access Problem; Internet search agents; access distance; behaviorally similar information-seeking agents; common information sites; cooperating search agents; cooperators; defecting search agents; defectors; diversified information sites; human agents; information servers; maximum logical distance; potential information severs; search agent; similar agents; Behavioral science; Humans; Information retrieval; Internet; Road transportation; Search engines; Web server;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Evolutionary Computation, 2001. Proceedings of the 2001 Congress on
Conference_Location :
Seoul
Print_ISBN :
0-7803-6657-3
Type :
conf
DOI :
10.1109/CEC.2001.934335
Filename :
934335
Link To Document :
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