An approach to complex agent-based negotiations via effectively modeling unknown opponents
作者:
Highlights:
• A novel approach to complex agent-based negotiations is proposed.
• The approach is able to effectively learn an unknown opponent’s strategy.
• The approach suggests concession toward opponents in an adaptive manner.
• Extensive experimental results show the negotiation qualities of the approach.
摘要
•A novel approach to complex agent-based negotiations is proposed.•The approach is able to effectively learn an unknown opponent’s strategy.•The approach suggests concession toward opponents in an adaptive manner.•Extensive experimental results show the negotiation qualities of the approach.
论文关键词:Multi-agent systems,Automated multi-issue negotiation,Opponent modeling,Multi-resolution wavelet analysis,Gaussian processes,Empirical game theory
论文评审过程:Available online 7 November 2014.
论文官网地址:https://doi.org/10.1016/j.eswa.2014.10.048