標題: | A Proposal for Intelligent Agents with Adjusting Self-Reputation Capability for Preventing Fraud in Multi-Agent Societies |
作者: | Wang, Sheng-Wen Huang, Chung-Yuan Sun, Chuen-Tsai 資訊工程學系 Department of Computer Science |
關鍵字: | intelligent agent;e-commerce;self-reputation;prisoners' dilemma;multi-agent society;cooperation and defection |
公開日期: | 1-三月-2014 |
摘要: | Intelligent agents are increasingly being used for tasks such as e-commerce auto-bidding. Cooperation and defection challenges commonly found in multi-agent systems make the design and construction of a reliable reputation mechanism an important research and engineering goal. Here we describe our proposal for an intelligent agent model that addresses learning issues in terms of self-reputation. The agents in our proposed model are capable of evaluating their behaviors based on a mix of public and private interest considerations, and of testing various solutions aimed at mitigating self-discrepancy and meeting social standards. Our results indicate promise for integrating a self-reputation mechanism into a self-learning framework in a manner that encourages the early emergence of social cooperation among multiple agents and specific cooperation with individual agents. |
URI: | http://hdl.handle.net/11536/24308 |
ISSN: | 1016-2364 |
期刊: | JOURNAL OF INFORMATION SCIENCE AND ENGINEERING |
Volume: | 30 |
Issue: | 2 |
起始頁: | 313 |
結束頁: | 332 |
顯示於類別: | 期刊論文 |