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一种改进的协同过滤图书推荐算法 被引量:2
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作者 李丹浓 《信息工程大学学报》 2021年第4期485-490,共6页
随着图书馆文献资源和评价信息的日益丰富和增长,图书推荐系统已成为目前最受读者欢迎的应用。传统的推荐算法通常采用协同过滤算法基于相似性为用户推荐适合的书单,但评价数据的稀疏特征和推荐中过拟合等因素会影响推荐系统的准确性,... 随着图书馆文献资源和评价信息的日益丰富和增长,图书推荐系统已成为目前最受读者欢迎的应用。传统的推荐算法通常采用协同过滤算法基于相似性为用户推荐适合的书单,但评价数据的稀疏特征和推荐中过拟合等因素会影响推荐系统的准确性,导致推荐的质量较差。为此,提出一种基于用户数据处理的增强协同推荐算法,通过剔除不相关用户来降低稀疏性和过拟合问题,并基于图书馆采集的评价信息作为验证数据,将该算法与传统算法进行比较,实验表明,在RSME、准确率和召回率等指标方面有较大的提升。 展开更多
关键词 用户数据处理 协同过滤算法 推荐系统
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Improving Low Bitrate Video Coding via Computation Incorporating A Priori Information 被引量:2
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作者 Tao Xiaoming Dong Linhao +3 位作者 Li Shaoyang Li Yang Ge Ning Lu Jianhua 《China Communications》 SCIE CSCD 2015年第9期22-34,共13页
The growing number of mobile users, as well as the diversification in types of services have resulted in increasing demands for wireless network bandwidth in recent years. Although evolving transmission techniques are... The growing number of mobile users, as well as the diversification in types of services have resulted in increasing demands for wireless network bandwidth in recent years. Although evolving transmission techniques are able to enlarge the network capacity to some degree, they still cannot satisfy the requirements of mobile users. Meanwhile, following Moore's Law, the data processing capabilities of mobile user terminals are continuously improving. In this paper, we explore possible methods of trading strong computational power at wireless terminals for transmission efficiency of communications. Taking the specific scenario of wireless video conversation, we propose a model-based video coding scheme by learning the structures in multimedia contents. Benefiting from both strong computing capability and pre-learned model priors, only low-dimensional parameters need to be transmitted; and the intact multimedia contents can also be reconstructed at the receivers in real-time. Experiment results indicate that, compared to conventional video codecs, the proposed scheme significantly reduces the data rate with the aid of computational capability at wireless terminals. 展开更多
关键词 computational communications a priori information bandwidth-limited wireless communications model-based video coding
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The Design and Implementation of Multi-user Data Sharing Platform for Remote Monitoring System Based on Virtual Instruments
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作者 Ma GuoSheng Xia XiaoBo 《International Journal of Technology Management》 2014年第8期79-82,共4页
Remote data monitoring system which adopts virtual instrument usually applies data sharing, acquisition and remote transmission technology via internet. It is able to finish concurrent data acquisition and processing ... Remote data monitoring system which adopts virtual instrument usually applies data sharing, acquisition and remote transmission technology via internet. It is able to finish concurrent data acquisition and processing for multi-user and multi-task and also build a personalized virtual testing environment for more people but with fewer instruments. In this paper, we' 11 elaborate on the design and implementation of information sharing platform through a typical example of how to build multi-user concurrent virtual testing environment based on the virtnal software LabVIEW. 展开更多
关键词 Virtual Testing Environment Data Sharing Platform Concurrent Data Acquisition and Transmission Data Redundancy
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