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Application and Exploration of Computing Architecture Based on Big Data Platform

机译:基于大数据平台计算架构的应用与探索

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To discuss how to provide a reliable platform for processing big data, by studying some sub projects in core technology and its ecological environment, an extensible big data application system architecture used for processing large scale data sets is implemented. In addition, the architecture is organized into four levels in the form of hierarchical model: platform layer, data layer, business logic layer, and application layer. From the angle of hierarchy, the optimization of Hadoop and HBase, MapReduce programming mode, Mahout technology details and clustering algorithm are discussed. In combination with the customer value hierarchy model and neural network classification model, a distributed brand value model is proposed and successfully deployed on the framework application layer. As a result, it improves the research and implementation of the whole system architecture. Finally, the research contents of each layer are summarized, and the future research directions of the corresponding parts are discussed.
机译:为了讨论如何为加工大数据提供可靠的平台,通过研究核心技术的一些子项目及其生态环境,实现了用于处理大规模数据集的可扩展大数据应用系统架构。此外,该体系结构以分层模型的形式组织成四个级别:平台层,数据层,业务逻辑层和应用层。从层次结构角度来看,讨论了Hadoop和HBase,MapReduce编程模式,MAHOUT技术细节和聚类算法的优化。结合客户价值层次模型和神经网络分类模型,提出了一种分布式品牌值模型,并成功部署在框架应用层上。因此,它提高了整个系统架构的研究和实现。最后,总结了每层的研究内容,并且讨论了相应部分的未来研究方向。

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