期刊文献+

基于增强学习的旅行计划推荐系统 被引量:3

Recommender System for Travel Plan Based on Reinforcement Learning
下载PDF
导出
摘要 目前旅游和观光事业通过推荐系统帮助用户进行互动式对话获得目标。已有的推荐系统尽管互动性已经增强,但仍采用互动策略,在设计阶段需要指定先验。针对该问题,提出一个普遍适用的模型,基于增强学习技术设计一种旅行会话推荐系统,描述推荐系统采用的方法,总结一些关键问题。分析结果表明,该系统可自动学习自适应交互策略, Tourism uses recommender systems to help user acquire their goals by using interactive dialogue. Although present recommender systems' interactivity has been enhanced, they still use interactive method. This paper presents a universally applicable model, design a conversation recommender system by using reinforcement learning technique which can learn adaptive interactive method automatically. Describe methods recommender systems use and summer up a number of important issues. Results testify the system's application in Austrian tourism portal.
出处 《计算机工程》 CAS CSCD 北大核心 2010年第21期254-256,259,共4页 Computer Engineering
基金 国家自然科学基金资助项目(60375038) 河南省科技计划基金资助项目(092300410216) 河南理工大学青年基金资助项目(646208)
关键词 推荐系统 旅行计划 交互策略 recommender system Travel Plan(TP) interactive strategy
  • 相关文献

参考文献6

  • 1Adomavicius G,Tuzhilin A.Toward the Next Generation of Recommender Systems: A Survey of the State-of-the-art and Possible Extensions[J].IEEE Transactions on Knowledge and Data Engineering.2005,17(6):734-749.
  • 2Venturini A,Ricci F.Applying Trip@dvice Recommendation Technology to www.visiteurope.com[C]//Proc.of the 17th European Conference on Artificial Intelligence.Amsterdam,Holland: IOS Press,2006: 607-611.
  • 3Bridge D,Goker M,McGinty L,et al.Case-based Recommender Systems[J].The Knowledge Engineering Review.2006,20(3):315-320.
  • 4Mahmood T,Ricci F.Learning and Adaptive in Interactive Recommender Systems[C]//Proc.of ICEC’07.New York,USA: ACM Press: [s.n.],2007: 75-84.
  • 5Mahmood T,Ricci F.Towards Learning User-adaptive State Models in a Conversational Recommender System[C]//Proc.of the 15th Workshop on Adaptivity and User Modeling in Interactive Systems.Halle,Germany: Martin Luther University Press,2007: 373-378.
  • 6Dongen B F V,de Medeiros A K A,Verbeek H M W,et al.The Prom Framework: A New ERA in Process Mining Tool Support[C]//Proc.of Conference on Application and Theory of Petri Nets.Berlin,Germany: Springer-Verlag,2005: 444-454.

同被引文献33

引证文献3

二级引证文献11

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部