| 基于云计算的分布式数据挖掘平台架构 |
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| 引用本文： | 王小妮,高学东,倪晓明. 基于云计算的分布式数据挖掘平台架构[J]. 北京机械工业学院学报, 2011, 0(5): 19-24 |
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| 作者姓名： | 王小妮 高学东 倪晓明 |
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| 作者单位： | [1]北京信息科技大学理学院,北京100192 [2]北京科技大学经济管理学院,北京100083 |
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| 基金项目： | 北京市教委科技发展计划面上项目（KM201110772018） |
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| 摘 要： | 针对互联网上数量众多的网站带宽资源长期浪费或突发资源短缺、响应时间长、服务器宕机、网站受到黑客攻击等问题,提出了基于＂云＂的分布式web安全系统及基于云计算的分布式数据挖掘平台架构,并在此基础上提出了一种新型的分布式数据挖掘模式,利用云计算技术,可以方便地通过网络获取强大的计算能力和存储能力,将消耗大量资源的复杂计算通过网络路由优化和资源约束自适应策略分布到多节点上进行,然后通过组合不同数据站点上的局部数据模型,最终得到全局数据模型。
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| 关 键 词： | 云计算 数据挖掘 分布式 |
Architecture of distributed data mining platform based on cloud computing |
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| WANG Xiao-ni,GAO Xue-dong,NI Xiao-ming. Architecture of distributed data mining platform based on cloud computing[J]. Journal of Beijing Institute of Machinery, 2011, 0(5): 19-24 |
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| Authors: | WANG Xiao-ni GAO Xue-dong NI Xiao-ming |
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| Affiliation: | 1.School of Applied Science,Beijing Information Science and Technology University,Beijing 100192,China; 2.School of Economic and Management,University of Science and Technology Beijing,Beijing 100083,China) |
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| Abstract: | In order to solve the problems with many sites on the Internet including long-term waste of bandwidth or unexpected shortage of resources,long response times,server downtime and hacker＇s attacks a cloud-based distributed web security system and the architecture of distributed data mining platform based on cloud computing are put forward.A new distributed data mining model is then proposed.By cloud computing technology,computing power,and storage capacity can be obtained easily through networkand,and complex calculation consuming large amount of resources is distributed to multi-node through the network routing optimization and self-adaptive strategy.Finally,through a combination of local data model on different sites,the global data model is obtained. |
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| Keywords: | cloud computing platform data mining distributed |
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