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基于上下文的分布式协同过滤推荐技术
引用本文:吴奕,乐嘉锦.基于上下文的分布式协同过滤推荐技术[J].计算机工程,2010,36(12):90-93.
作者姓名:吴奕  乐嘉锦
作者单位:东华大学计算机科学与技术学院,上海,201620
摘    要:针对传统协同过滤推荐技术应用于大规模动态数据集时难以兼顾准确度和效率的问题,提出一种基于上下文的分布式协同过滤推荐技术,引入推荐上下文的概念,并在此基础上充分考虑用户的即时兴趣以提高推荐的准确度,采用评分矩阵的分布式存储和计算以提高推荐的效率。实验结果表明,该分布式协同过滤技术能同时保证推荐的准确度和效率,使其在大规模动态数据集上的应用更具优势。

关 键 词:协同过滤  推荐系统  分布式系统  基于上下文的推荐

Context-based Distributed Collaborative Filtering Recommendation Technology
WU Yi,LE Jia-jin.Context-based Distributed Collaborative Filtering Recommendation Technology[J].Computer Engineering,2010,36(12):90-93.
Authors:WU Yi  LE Jia-jin
Affiliation:(1. Institute of Computer Integrated Manufacturing, Shanghai Jiaotong University, Shanghai 200240;2. Shanghai Key Lab of Advanced Manufacturing Environment, Shanghai 200030)
Abstract:The architecture technologies of a collaborative virtual assembly system for complex product in distributed environment are studied in this paper. The system architecture supporting distributed collaborative virtual assembly is designed, and a method of supporting multi-users interactive operation in virtual assembly is proposed. Real-time rendering with high resolution for complex scene and multi-channel immersible display problems are solved. A new collaborative virtual assembly system is developed on distributed environment and multi-channel stereovision. By using the system, engineers are able to perform multi-user collaborative virtual assembly simulation for complex product easily. The validity of this system is confirmed by an example of multi-user collaborative assembly with whole vehicle.
Keywords:virtual assembly  parallel rendering  collaborative operation  immersive display
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