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作为内斗问题的交互式优化信息检索系统

Interactively Optimizing Information Retrieval Systems as a Dueling Bandits Problem
课程网址: http://videolectures.net/icml09_yue_ioirsdbp/  
主讲教师: Yisong Yue
开课单位: 加州理工学院
开课时间: 2009-08-26
课程语种: 英语
中文简介:
我们提供了一个在线学习框架,专门针对搜索引擎和其他信息检索系统中观察到的用户行为进行实时学习。特别是,我们只需要成对比较,这些比较显示可以从隐式反馈中可靠地推断出来。我们将提出一个具有理论保证和仿真结果的算法。
课程简介: We present an online learning framework tailored towards real-time learning from observed user behavior in search engines and other information retrieval systems. In particular, we only require pairwise comparisons, which were shown to be reliably inferred from implicit feedback. We will present an algorithm with theoretical guarantees as well as simulation results.
关 键 词: 在线学习框架; 搜索引擎; 隐式反馈
课程来源: 视频讲座网
最后编审: 2019-04-24:lxf
阅读次数: 72