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基于图神经网络与迁移学习的流行病例数预测
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作者 王政凯 张维玉 孙旭 《计算机应用与软件》 北大核心 2024年第9期54-60,69,共8页
预测流行病的病例数对研究流行病学和保障卫生安全至关重要,但现有的研究工作很少考虑到实时移动性数据等因素,这一问题给病例数的预测研究带来了挑战。因此,在图神经网络GNN的基础上提出一种新型计算框架-信息聚合网络IAN,既考虑地区... 预测流行病的病例数对研究流行病学和保障卫生安全至关重要,但现有的研究工作很少考虑到实时移动性数据等因素,这一问题给病例数的预测研究带来了挑战。因此,在图神经网络GNN的基础上提出一种新型计算框架-信息聚合网络IAN,既考虑地区病例数据特征,也考虑地区之间的人口移动性数据特征。为了优化各个国家的前期预测模型,在该框架的基础上加入迁移学习方法TL。在四个欧洲国家数据集上的实验结果表明,IAN以及IAN-TL明显优于传统方法,能够有效地降低预测误差。 展开更多
关键词 病例数预测 移动性数据 图神经网络 信息聚合网络 迁移学习
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一种有效的VLR数据库错误恢复机制
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作者 俞定玖 刘彩霞 朱可云 《通信学报》 EI CSCD 北大核心 2005年第B01期205-208,共4页
分析了VLR移动性管理数据库错误和导致错误扩散的原因,以降低系统开销和减小数据库错误扩散为目标,提出了一种采用定期备份与定期扫描相结合的VLR数据库错误恢复机制。详细介绍了VLR数据库错误恢复机制的实现过程,并对该机制进行了... 分析了VLR移动性管理数据库错误和导致错误扩散的原因,以降低系统开销和减小数据库错误扩散为目标,提出了一种采用定期备份与定期扫描相结合的VLR数据库错误恢复机制。详细介绍了VLR数据库错误恢复机制的实现过程,并对该机制进行了性能分析。通过对备份周期和扫描周期定性和定量分析,为工程设计提供了参考依据。 展开更多
关键词 拜访位置寄存器 移动管理数据 数据库错误扩散 定期备份 定期扫描
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RESEARCH ON HLR MOBILITY DATABASE FAILURE RECOVERY AND PERFORMANCE ANALYSIS FOR CDMA2000 SYSTEMS
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作者 LiuCaixia YuDingjiu ChengDongnian TangHongbo WuJiangxing 《Journal of Electronics(China)》 2004年第4期296-305,共10页
In this paper, a novel Home Location Register(HLR) mobility database recovery scheme is proposed. With database backing-up and signal sending as its key processes, the presented scheme is designed for the purpose of b... In this paper, a novel Home Location Register(HLR) mobility database recovery scheme is proposed. With database backing-up and signal sending as its key processes, the presented scheme is designed for the purpose of both decreasing system costs and reducing number of lost calls. In our scheme, an algorithm is developed for an HLR to identify such VLRs that there are new MSs roaming into them since the latest HLR database backing up. The identification of those VLRs is used by the HLR to send Unreliable Roaming Data Directive messages to each of them to get the correct location information of those new MSs. Additionally, two kinds of relationships, one between the number of lost calls and the database backing-up period and the other between the backing-up cost and the period, are well analyzed. Both analytical and numerical results indicate that there will be an optimal HLR database backing-up period if certain system parameters are given and the total cost can be consequently minimized. 展开更多
关键词 Mobility database Database failure Database backing up Home Location Register (HLR) Mobile Station (MS)
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People with Disabilities: Some Analyzes of the Results of the 2010 Population Census and New Challenges
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作者 Paulo Tadeu Meira e silva de Oliveira 《Journal of Mathematics and System Science》 2014年第4期231-243,共13页
In his work, was applied crossings between pairs of variables, homogeneity test and technical exhaustive AID (Automatic Interaction Detection) for formation of groups second sample each of the following deficiencies... In his work, was applied crossings between pairs of variables, homogeneity test and technical exhaustive AID (Automatic Interaction Detection) for formation of groups second sample each of the following deficiencies: see, listen, move and intellectual from database obtained from the 2010 Population Census data sample (respondents Complete Questionnaire) formed by 20,635,472 people interviewed all over the country with the objective of studying relationship between different variables such as disability, level of education, gender, income in minimum wages among others. 展开更多
关键词 Exhaustive automatic interaction detection homogeneity test homogeneous groups
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Electric Parameter Measurement System Based on Virtual Instrument
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作者 戴文 林青 +1 位作者 魏淑艳 曹明革 《Journal of Measurement Science and Instrumentation》 CAS 2011年第1期9-12,共4页
In this paper, virtual instnnnent technology is applied in the development of an electric parameter measta'ement system for mobile power stations. Virtual inset technology is used to lmasure and analyze electric para... In this paper, virtual instnnnent technology is applied in the development of an electric parameter measta'ement system for mobile power stations. Virtual inset technology is used to lmasure and analyze electric parameters of mobile power stations. The whole measurement system is mmpmed of computer, data acquisition card and LabView virtual instnnnent platform. It can be used to monitor, record, and analyze electric parameters of sinusoidal alternating ciroait These parameters include voltage, effective value of ctaxent, phase differences, power, and etc. Experimental results show that this virtual measuring device satisfy the requirement of mobile power station montoring anti dynamic property analysis. Hardware and software design of the system will be discussed in detail. 展开更多
关键词 virtual inset electric parameter measnt data acquisition mobile power station
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