A comparative analysis of methodologies for database schema integration
ACM Computing Surveys (CSUR)
A framework for information systems architecture
IBM Systems Journal
Knowledge discovery in databases: an overview
AI Magazine
Toward quality data: an attribute-based approach
Decision Support Systems - Special issue on information technologies and systems
Communications of the ACM
Qualitative research in information systems
MIS Quarterly
The impact of poor data quality on the typical enterprise
Communications of the ACM
A flexible information manufacturing system for the generation of tailored information products
Decision Support Systems
Enhancing data quality in data warehouse environments
Communications of the ACM
Context interchange: new features and formalisms for the intelligent integration of information
ACM Transactions on Information Systems (TOIS)
The entity-relationship model—toward a unified view of data
ACM Transactions on Database Systems (TODS) - Special issue: papers from the international conference on very large data bases: September 22–24, 1975, Framingham, MA
Reconciling schemas of disparate data sources: a machine-learning approach
SIGMOD '01 Proceedings of the 2001 ACM SIGMOD international conference on Management of data
Communications of the ACM - Supporting community and building social capital
Arktos: towards the modeling, design, control and execution of ETL processes
Information Systems - Data extraction, cleaning and reconciliation
Learning object identification rules for information integration
Information Systems - Data extraction, cleaning and reconciliation
Discovering and reconciling value conflicts for numerical data integration
Information Systems - Data extraction, cleaning and reconciliation
Criticality of data quality as exemplified in two disasters
Information and Management
Real-world Data is Dirty: Data Cleansing and The Merge/Purge Problem
Data Mining and Knowledge Discovery
A Framework for Analysis of Data Quality Research
IEEE Transactions on Knowledge and Data Engineering
The Impact of Data Quality Information on Decision Making: An Exploratory Analysis
IEEE Transactions on Knowledge and Data Engineering
AIMQ: a methodology for information quality assessment
Information and Management
The Inter-Database Instance Identification Problem in Integrating Autonomous Systems
Proceedings of the Fifth International Conference on Data Engineering
Data Quality Requirements Analysis and Modeling
Proceedings of the Ninth International Conference on Data Engineering
Declarative Data Cleaning: Language, Model, and Algorithms
Proceedings of the 27th International Conference on Very Large Data Bases
A Polygen Model for Heterogeneous Database Systems: The Source Tagging Perspective
VLDB '90 Proceedings of the 16th International Conference on Very Large Data Bases
Outlier Detection Algorithms in Data Mining Systems
Programming and Computing Software
Exploratory Data Mining and Data Cleaning
Exploratory Data Mining and Data Cleaning
Assessing data quality with control matrices
Communications of the ACM - Information cities
The Impact of Experience and Time on the Use of Data Quality Information in Decision Making
Information Systems Research
How to Survive in the Jungle of Enterprise Architecture Framework: Creating or Choosing an Enterprise Architecture Framework
Mining complex matchings across Web query interfaces
Proceedings of the 9th ACM SIGMOD workshop on Research issues in data mining and knowledge discovery
BIO-AJAX: an extensible framework for biological data cleaning
ACM SIGMOD Record
An Economic Model of Product Quality and IT Value
Information Systems Research
Data exchange: semantics and query answering
Theoretical Computer Science - Database theory
Semantic-integration research in the database community
AI Magazine - Special issue on semantic integration
Sample-Based Quality Estimation of Query Results in Relational Database Environments
IEEE Transactions on Knowledge and Data Engineering
Provenance management in curated databases
Proceedings of the 2006 ACM SIGMOD international conference on Management of data
Anatomy: simple and effective privacy preservation
VLDB '06 Proceedings of the 32nd international conference on Very large data bases
ULDBs: databases with uncertainty and lineage
VLDB '06 Proceedings of the 32nd international conference on Very large data bases
Data Quality: Concepts, Methodologies and Techniques (Data-Centric Systems and Applications)
Data Quality: Concepts, Methodologies and Techniques (Data-Centric Systems and Applications)
Beyond accuracy: what data quality means to data consumers
Journal of Management Information Systems
Journey to Data Quality
Improving data quality through effective use of data semantics
Data & Knowledge Engineering - Special issue: WIDM 2004
Editorial: Special issue on mining low-quality data
Knowledge and Information Systems - Special Issue on Mining Low-Quality Data
Privacy Protection in Data Mining: A Perturbation Approach for Categorical Data
Information Systems Research
Management of probabilistic data: foundations and challenges
Proceedings of the twenty-sixth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Knowing-Why About Data Processes and Data Quality
Journal of Management Information Systems
Journal of Management Information Systems
Crafting Rules: Context-Reflective Data Quality Problem Solving
Journal of Management Information Systems
Measuring Data Believability: A Provenance Approach
HICSS '08 Proceedings of the Proceedings of the 41st Annual Hawaii International Conference on System Sciences
IPSN'03 Proceedings of the 2nd international conference on Information processing in sensor networks
Design science in information systems research
MIS Quarterly
Evaluating a model for cost-effective data quality management in a real-world CRM setting
Decision Support Systems
Quality assessment of MAGE-ML genomic datasets using DescribeX
DILS'10 Proceedings of the 7th international conference on Data integration in the life sciences
Typing Biometrics: Impact of Human Learning on Performance Quality
Journal of Data and Information Quality (JDIQ)
Proceedings of the 20th ACM international conference on Information and knowledge management
A service oriented approach to Business Intelligence in Telecoms industry
Telematics and Informatics
Semantic interoperability in standardized electronic health record databases
Journal of Data and Information Quality (JDIQ)
A breakdown of quality flaws in Wikipedia
Proceedings of the 2nd Joint WICOW/AIRWeb Workshop on Web Quality
Journal of Data and Information Quality (JDIQ)
Assessing information quality by six sigma method
DASFAA'12 Proceedings of the 17th international conference on Database Systems for Advanced Applications
Predicting quality flaws in user-generated content: the case of wikipedia
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Hybrid Matching Algorithm for Personal Names
Journal of Data and Information Quality (JDIQ)
Improving financial data quality using ontologies
Decision Support Systems
Data quality: Setting organizational policies
Decision Support Systems
AMT'12 Proceedings of the 8th international conference on Active Media Technology
Data quality and firm performance: empirical evidence from the Korean financial industry
Information Technology and Management
Accuracy of aggregate data in distributed project settings: Model, analysis and implications
Journal of Data and Information Quality (JDIQ)
20 years of data quality research: themes, trends and synergies
ADC '11 Proceedings of the Twenty-Second Australasian Database Conference - Volume 115
Web Semantics: Science, Services and Agents on the World Wide Web
POSTER: Data quality evaluation: integrating security and accuracy
Proceedings of the 2013 ACM SIGSAC conference on Computer & communications security
Design methodology for construction of mapping applications
DESRIST'13 Proceedings of the 8th international conference on Design Science at the Intersection of Physical and Virtual Design
A provenance-based approach to evaluate data quality in eScience
International Journal of Metadata, Semantics and Ontologies
Assessing the quality of large-scale data standards: A case of XBRL GAAP Taxonomy
Decision Support Systems
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Awareness of data and information quality issues has grown rapidly in light of the critical role played by the quality of information in our data-intensive, knowledge-based economy. Research in the past two decades has produced a large body of data quality knowledge and has expanded our ability to solve many data and information quality problems. In this article, we present an overview of the evolution and current landscape of data and information quality research. We introduce a framework to characterize the research along two dimensions: topics and methods. Representative papers are cited for purposes of illustrating the issues addressed and the methods used. We also identify and discuss challenges to be addressed in future research.