| 中国公共数据库数据质量控制模型体系及实证 |
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| 引用本文： | 刘文奇.中国公共数据库数据质量控制模型体系及实证[J].中国科学:信息科学,2014(7):836-856. |
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| 作者姓名： | 刘文奇 |
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| 作者单位： | 昆明理工大学理学院; |
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| 基金项目： | 科技部科技型中小企业技术创新基金(批准号:11C26215305906)资助项目 |
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| 摘 要： | 在讨论公共数据库的公共产品属性及其制造过程的特点基础上,确定了公共数据库中数据质量的维度,提出了公共数据库作为特殊公共产品的生产过程中非技术数据清洗和数据稽查的概念,并建立了数据质量的变权综合评估模型.对公共数据库的数据制造过程质量控制进行了技术设计和博弈论模型分析,给出了各个环节的数据质量控制措施,并以此分析了当前中国公共数据库建设和运行中存在的问题和政策建议.最后,作为实例,提供了质量技术监督公共数据库的设计、运行、数据制造过程质量控制方法.
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| 关 键 词： | 公共数据库 数据质量 数据清洗 数据制造过程控制 数据稽查 博弈分析 Mapreduce模型 |
Modeling data quality control system for Chinese public database and its empirical analysis |
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| LIU WenQi.Modeling data quality control system for Chinese public database and its empirical analysis[J].Scientia Sinica Techologica,2014(7):836-856. |
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| Authors: | LIU WenQi |
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| Institution: | LIU WenQi (Faculty of Science, Kunming University of Science and Technology, Kunming 650500, China) |
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| Abstract: | The dimensions of data quality of public database were determined, based on discussing the properties of public database and the characteristics of data manufacturing process to public database. The new concepts of non-technical data cleaning and data check were presented for public database as special communal product, and the variable weight synthesis model was set to evaluate data quality. The procedure of quality control in data manufacturing process was designed by computer network technology and modeling game theory, to suggest a policy for the operation of public database in China. As an example, the programming to the quality and technology supervision database was presented to control the data manufacturing. |
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| Keywords: | public database data quality data cleaning data manufacturing process control data check gameanalysis Mapreduce model |
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