{"title":"Bayesian learning in bilateral multi-issue negotiation and its application in MAS-based electronic commerce","authors":"Jian Li, Yuan-Da Cao","doi":"10.1109/IAT.2004.1342990","DOIUrl":null,"url":null,"abstract":"With the rapid development of multi-agent systems (MAS), automatic negotiation is often needed. But because of incomplete information agents have in the systems, the efficiency of negotiation is rather low. To overcome this problem, a Bayesian learning algorithm is presented to learn incomplete information of the negotiation agent to enhance the negotiation efficiency. The algorithm is applied to bilateral multi-issue negotiation in MAS-based e-commerce. Experiments show that it can help agents to negotiate more efficiently.","PeriodicalId":281008,"journal":{"name":"Proceedings. IEEE/WIC/ACM International Conference on Intelligent Agent Technology, 2004. (IAT 2004).","volume":"12 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2004-09-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"19","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings. IEEE/WIC/ACM International Conference on Intelligent Agent Technology, 2004. (IAT 2004).","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/IAT.2004.1342990","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 19
Abstract
With the rapid development of multi-agent systems (MAS), automatic negotiation is often needed. But because of incomplete information agents have in the systems, the efficiency of negotiation is rather low. To overcome this problem, a Bayesian learning algorithm is presented to learn incomplete information of the negotiation agent to enhance the negotiation efficiency. The algorithm is applied to bilateral multi-issue negotiation in MAS-based e-commerce. Experiments show that it can help agents to negotiate more efficiently.