Title :
Towards evolution of software agents in electronic commerce
Author :
Zhu, Fangming ; Guan, Sheng-Uei
Author_Institution :
Dept. of Electr. & Comput. Eng., Nat. Univ. of Singapore, Singapore
Abstract :
With the development of Internet computing and software agent technologies, agent-based electronic commerce (e-commerce) is emerging. Software agents have demonstrated tremendous potential in conducting various tasks in e-commerce. However, when agents are initially created, they have little knowledge and experience with relatively lower capability. They should also strive to adapt themselves to the changing environment. It is advantageous if they have the ability to learn and evolve. This paper addresses evolution of software agents in e-commerce. Agent fitness and life cycle are proposed as evolution mechanisms, and modularized agent structure is introduced to facilitate the evolution process. Genetic Programming (GP) operators are employed to restructure agents in the proposed multi-agent evolution cycle
Keywords :
electronic commerce; genetic algorithms; multi-agent systems; software agents; agent-based electronic commerce; e-commerce; genetic programming; modularized agent structure; multi-agent evolution cycle; software agents; Application software; Business; Companies; Costs; Electronic commerce; Genetic programming; Internet; Mediation; Promotion - marketing; Software agents;
Conference_Titel :
Evolutionary Computation, 2001. Proceedings of the 2001 Congress on
Conference_Location :
Seoul
Print_ISBN :
0-7803-6657-3
DOI :
10.1109/CEC.2001.934341