Probabilistic reasoning in intelligent systems: networks of plausible inference
Probabilistic reasoning in intelligent systems: networks of plausible inference
Probabilistic inference and influence diagrams
Operations Research
Data Quality
Bayesian Networks and Decision Graphs
Bayesian Networks and Decision Graphs
Data Quality for the Information Age
Data Quality for the Information Age
Data Quality: The Accuracy Dimension
Data Quality: The Accuracy Dimension
Dynamic bayesian networks: representation, inference and learning
Dynamic bayesian networks: representation, inference and learning
Data Quality: Concepts, Methodologies and Techniques (Data-Centric Systems and Applications)
Data Quality: Concepts, Methodologies and Techniques (Data-Centric Systems and Applications)
Journey to Data Quality
Learning Bayesian Networks
Enterprise architecture analysis with extended influence diagrams
Information Systems Frontiers
A Tool for Enterprise Architecture Analysis
EDOC '07 Proceedings of the 11th IEEE International Enterprise Distributed Object Computing Conference
Using Enterprise Architecture Models for System Quality Analysis
EDOC '08 Proceedings of the 2008 12th International IEEE Enterprise Distributed Object Computing Conference
Enterprise Architecture at Work: Modelling, Communication, and Analysis
Enterprise Architecture at Work: Modelling, Communication, and Analysis
Determining the relative accuracy of attributes
Proceedings of the 2013 ACM SIGMOD International Conference on Management of Data
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Poor data in information systems impede the quality of decision-making in many modern organizations. Manual business process activities and application services are never executed flawlessly which results in steadily deteriorating data accuracy, the further away from the source the data gets, the poorer its accuracy becomes. This paper proposes an architecture analysis method based on Bayesian Networks to assess data accuracy deterioration in a quantitative manner. The method is model-based and uses the ArchiMate language to model business processes and the way in which data objects are transformed by various operations. A case study at a Swedish utility demonstrates the approach.