计算机科学 ›› 2015, Vol. 42 ›› Issue (1): 244-248.doi: 10.11896/j.issn.1002-137X.2015.01.054

• 人工智能 • 上一篇    下一篇

信息产品质量测量动态衍变模型研究

刘婧,赵嵩正   

  1. 西北工业大学管理学院 西安710072,西北工业大学管理学院 西安710072
  • 出版日期:2018-11-14 发布日期:2018-11-14
  • 基金资助:
    本文受国家自然科学基金项目(71172124)资助

Research on Dynamic Development Model of Information Product Quality Assessment

LIU Jing and ZHAO Song-zheng   

  • Online:2018-11-14 Published:2018-11-14

摘要: 信息产品质量测量是信息产品质量全面管理Total Data Quality Management(TDQM)的重要组成部分,为日后信息质量提升奠定了基础。基于信息产品质量测量静态传递模型,在关系数据库基础上,“选择”关系代数作用下,引入了时间变量,分析了信息产品及时性对信息产品质量的影响,构建了信息产品质量测量动态衍变模型。该模型包括信息产品在t时刻的及时性矩阵、过时数据集质量衍变映射、基于过时数据集质量衍变映射模型的信息产品质量测量方法。利用应用实例验证了本模型的可行性和有效性。

关键词: 信息产品,质量测量,选择关系代数,动态衍变

Abstract: Information product quality assessment is an important part of Total Data Quality Management (TDQM),lays foundation for potential quality improvement.In this paper,a novel dynamic development model of information product quality assessment that applies to the “Selection” relational algebra for the relational database was established by introducing time variable and analyzing the impact of information product timeliness based on the static propagation model of information product quality assessment.It includes developing the timeliness matrix at time t,proposing dynamic development mapping model of out-of-date dataset and developing a method for information product quality assessment based on the mapping model.The model dataset was used to verify the feasibility and validity of the model.

Key words: Information product,Quality assessment,“Selection” relational algebra,Dynamic development

[1] Parssian A.Managerial decision support with knowledge of accuracy and completeness of the relational aggregate functions[J].Decision Support Systems,2006,42(3):1494-1502
[2] Redman T C.Data Quality for the Information Age[M].Artech House,Norwood,MA,1996
[3] Redman T C.The impact of poor data quality on the typical enterprise[J].Communications of the ACM,1998,41(2):79-82
[4] DeLone W H,McLean E R.Information systems success:thequest for the dependent variable[J].Information systems research,1992,3(1):60-95
[5] Davenport T H.Competing on analytics[J].harvard business review,2006,84(1):98
[6] Barr P J,Shuttleworth I.Reporting address changes by mi-grants:The accuracy and timeliness of reports via health card registers[J].Health & place,2012,18(3):595-604
[7] Byrd J B,Vigen R,Plomondon M E,et al.Data quality of an electronic health record tool to support VA cardiac catheterization laboratory quality improvement:the VA Clinical Assessment,Reporting,and Tracking System for Cath Labs (CART) program[J].American heart journal,2013,165(3):434-440
[8] Even A,Shankaranarayanan G.Dual assessment of data qualityin customer databases[J].Journal of Data and Information Quality (JDIQ),2009,1(3):15
[9] Boufares F,Ben Salem A.Heterogeneous data-integration anddata quality:Overview of conflicts[C]∥2012 6th International Conference on Sciences of Electronics,Technologies of Information and Telecommunications (SETIT).IEEE,2012:867-874
[10] Joglekar N R,Anderson E G,Shankaranarayanan G.Accuracy of aggregate data in distributed project settings:Model,analysis and implications[J].Journal of Data and Information Quality (JDIQ),2013,4(3):13
[11] Wang R Y,Lee Y W,Pipino L L,et al.Manage your information as a product[J].Sloan Management Review,1998,39(4):95-105
[12] Ballou D P,Pazer H L.Modeling data and process quality inmulti-input,multi-output information systems[J].Management science,1985,31(2):150-162
[13] Shankaranarayanan G,Wang R Y.IPMAP:Current state and perspectives[C]∥Proceedings of the 12th International Confe-rence on Information Quality.2007:500-517
[14] Shankaranarayanan G,Wang R Y,Ziad M.IP-MAP:Representing the Manufacture of an Information Product[C]∥IQ.2000.2000:1-16
[15] Madnick S E,Wang R Y,Lee Y W,et al.Overview and framework for data and information quality research[J].Journal of Data and Information Quality (JDIQ),2009,1(1):2
[16] Kon H B,Madnick S E,Siegel M D.Good answers from bad data:a data management strategy[M].Sloan School of Management,Massachusetts Institute of Technology,1995
[17] Reddy M P,Wang R Y.Estimating data accuracy in a federated database environment [M]∥Information Systems and Data Management.Springer Berlin Heidelberg,1995:115-134
[18] Parssian A,Sarkar S,Jacob V S.Assessing data quality for information products:impact of selection,projection,and Cartesian product[J].Management Science,2004,50(7):967-982
[19] Parssian A,Sarkar S,Jacob V S.Impact of the union and difference operations on the quality of information products[J].Information Systems Research,2009,20(1):99-120
[20] Parssian A.Managerial decision support with knowledge of accuracy and completeness of the relational aggregate functions[J].Decision Support Systems,2006,42(3):1494-1502
[21] Parssian A,Sarkar S,Jacob V S.Assessing Information Quality for the Composite Relational Operation Join[C]∥IQ 2002.2002:225-237
[22] 陈卫东.数据质量模型及关系代数运算下质量传递理论与方法研究 [D].长沙:国防科学技术大学,2007
[23] 陈卫东,张维明.数据质量模型及选择运算中的质量传播研究 [J].计算机工程与应用,2007,43(27):1-3
[24] 陈卫东,张维明.笛卡尔积运算对数据库数据质量的传递影响[J].计算机科学,2008,35(6):210-212
[25] 陈卫东,张维明.投影运算对数据库数据质量的传递影响研究[J].计算机应用研究,2008,25(9):2751-2753
[26] 陈卫东,张维明.属性粒度数据质量模型及其评价指标研究[J].计算机科学,2010,37(5):139-142
[27] Wand Y,Wang R Y.Anchoring data quality dimensions in ontological foundations[J].Communications of the ACM,1996,39(11):86-95
[28] Ballou D,Wang R,Pazer H,et al.Modeling information manufacturing systems to determine information product quality[J].Management Science,1998,44(4):462-484 (下转第252页)(上接第248页)
[29] Heinrich B,Kaiser M,Klier M.DQ metrics:a novel approach to quantify timeliness and its application in CRM[C]∥ICIQ.2007:431-445
[30] Heinrich B,Klier M.Assessing data currency-a probabilistic approach[J].Journal of Information Science,2011,37(1):86-100
[31] Buhl H.A novel data quality metric for timeliness considering supplemental data[C]∥Proceedings of the 17th European Conference on Information Systems.2009:2701-2713
[32] Heinrich B,Klier M,Kaiser M.A procedure to develop metrics for currency and its application in CRM [J].Journal of Data and Information Quality(JDIQ),2009,1(1):5

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