A conceptual framework and belief-function approach to assessing overall information quality

被引:108
作者
Bovee, M [1 ]
Srivastava, RP
Mak, B
机构
[1] Univ Kansas, Sch Business, Ernst & Young Ctr Auditing Res & Adv Technol, Lawrence, KS 66045 USA
[2] San Francisco State Univ, San Francisco, CA 94132 USA
关键词
D O I
10.1002/int.10074
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We develop an information quality model based on a user-centric view adapted from Financial 2 Accounting Standards Board,(1) Wang et al.,(2) and Wang And Strong.(3) The model consists of four essential attributes (or assertions): accessibility, interpretability, relevance, and integrity. Four subattributes lead to an evaluation of integrity: accuracy, completeness, consistency, and existence. These subattributes relating to integrity are intrinsic in nature and relate to the process of how the information was created and the first three attributes: (accessibility, interpretability, and relevance) are extrinsic in nature. We present our model as an evidential network under the belief-function framework to permit user assessment of quality parameters. Two algorithms for combining assessments into an overall IQ measure are explored, and examples in the domain of medical information are used to illustrate key concepts. We discuss two scenarios, online user and assurance provider, which reflect two likely and important aspects of IQ evaluation currently facing information users-concerns about the impact of poor quality,online information and the need for IQ assurance. (C) 2002 Wiley Periodicals, Inc.
引用
收藏
页码:51 / 74
页数:24
相关论文
共 44 条
[1]  
[Anonymous], [No title captured]
[2]  
[Anonymous], AIAA GUID NAV CONTR
[3]  
Biermann JS, 1999, CANCER, V86, P381, DOI 10.1002/(SICI)1097-0142(19990801)86:3<381::AID-CNCR4>3.3.CO
[4]  
2-7
[5]   USING BELIEF FUNCTIONS TO REPRESENT DEGREES OF BELIEF [J].
CURLEY, SP ;
GOLDEN, JI .
ORGANIZATIONAL BEHAVIOR AND HUMAN DECISION PROCESSES, 1994, 58 (02) :271-303
[6]  
Davenport T., 1998, Working Knowledge: How Organizations Manage What They Know
[7]  
Deming W., 1982, Quality, Productivity and Competitive Position
[8]  
English L.P., 1999, Improving Data Warehouse and Business Information Quality: Methods for Reducing Costs and Increasing Profits
[9]  
*FIN ACC STAND BOA, 1993, OR PRON ACC STAND JU, V1
[10]   THE NOTION OF DATA AND ITS QUALITY DIMENSIONS [J].
FOX, C ;
LEVITIN, A ;
REDMAN, T .
INFORMATION PROCESSING & MANAGEMENT, 1994, 30 (01) :9-19