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Declarative Data Cleaning: Language, Model, and Algorithms

Summary: Declarative data cleaning language, execution model, and algorithms for cleaning workflows. Key novelty: separation of logical specification from physical execution, explainable results, and interactive tuning for data integration. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h6c69284ad42dcf2f
Venue
VLDB
Year
2001
Pagerank
0.00025121652
Overall Rank
206 | 98.63%
DOI
-

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{galhardas_vldb01,
        title = {{Declarative Data Cleaning: Language, Model, and Algorithms}},
        author = {Galhardas, Helena and Florescu, Daniela and Shasha, Dennis and Simon, Eric and Saita, Cristian-Augustin},
        journal = {PVLDB},
        series = {{VLDB} '01},
        year = {2001}
}

Incoming Citations (Sorted by Pagerank)

Showing 35 of 35 citing papers.

Rank Citing Paper Year Venue Pagerank
127 Trio: A System for Integrated Management of Data, Accuracy, and Lineage 2005 CIDR 0.00030337791
190 A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification 2005 SIGMOD 0.00025812169
231 Reference Reconciliation in Complex Information Spaces 2005 SIGMOD 0.00023797615
308 Eliminating Fuzzy Duplicates in Data Warehouses 2002 VLDB 0.0002143466
414 Hippocratic Databases 2002 VLDB 0.00018629709
484 Data Integration for the Relational Web 2009 VLDB 0.00017535511
527 Improving Data Quality: Consistency and Accuracy 2007 VLDB 0.00016859013
590 Management of Probabilistic Data: Foundations and Challenges 2007 PODS 0.00015876538
619 Reasoning about Record Matching Rules 2009 VLDB 0.00015503747
653 Discovering Data Quality Rules 2008 VLDB 0.00015102328
695 NADEEF: A Commodity Data Cleaning System 2013 SIGMOD 0.00014679058
826 Data Integration: The Teenage Years 2006 VLDB 0.00013599086
1,251 Entity Matching: How Similar Is Similar 2011 VLDB 0.0001132553
1,278 Automating Large-Scale Data Quality Verification 2018 VLDB 0.00011208469
1,582 Example-driven Design of Efficient Record Matching Queries 2007 VLDB 0.0001015019
1,650 Falcon: Scaling Up Hands-Off Crowdsourced Entity Matching to Build Cloud Services 2017 SIGMOD 9.9690948e-05
2,056 Combining Quantitative and Logical Data Cleaning 2016 VLDB 9.10022e-05
2,120 Comparative Analysis of Approximate Blocking Techniques for Entity Resolution 2016 VLDB 8.9985078e-05
2,558 DogmatiX Tracks down Duplicates in XML 2005 SIGMOD 8.2766441e-05
3,277 Automatic Data Repair: Are We Ready to Deploy? 2024 VLDB 7.4527106e-05
3,412 Benchmarking Declarative Approximate Selection Predicates 2007 SIGMOD 7.3073062e-05
3,437 Modeling and Querying Possible Repairs in Duplicate Detection 2009 VLDB 7.282809e-05
3,564 ++Spicy: an Open-Source Tool for Second-Generation Schema Mapping and Data Exchange 2011 VLDB 7.183644e-05
4,186 Data Integration and Machine Learning: A Natural Synergy 2018 SIGMOD 6.7408641e-05
4,537 Arnold: Declarative Crowd-Machine Data Integration 2013 CIDR 6.5399966e-05
4,741 Data Auditor: Exploring Data Quality and Semantics using Pattern Tableaux 2010 VLDB 6.4290861e-05
5,387 Explaining Repaired Data with CFDs 2018 VLDB 6.1374778e-05
6,152 Semandaq: A Data Quality System Based on Conditional Functional Dependencies 2008 VLDB 5.8545735e-05
6,753 On Multiple Semantics for Declarative Database Repairs 2020 SIGMOD 5.673161e-05
7,438 Data Integration and Machine Learning: A Natural Synergy 2018 VLDB 5.5123601e-05
7,884 Learning Over Dirty Data Without Cleaning 2020 SIGMOD 5.4169982e-05
9,654 Interactive and Deterministic Data Cleaning: A Tossed Stone Raises a Thousand Ripples 2016 SIGMOD 5.1310198e-05
11,378 Meaningful Data Erasure in the Presence of Dependencies 2025 VLDB 4.9605343e-05
12,540 Tutorial: Uncertain Entity Resolution: Re-evaluating Entity Resolution in the Big Data Era 2014 VLDB 4.9605343e-05
12,957 XClean in Action: A Demonstration of Declarative XML Data Cleaning 2007 CIDR 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 4 of 4 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
60 The Merge/Purge Problem for Large Databases 1995 SIGMOD 0.00039343755
108 Approximate String Joins in a Database (Almost) for Free 2001 VLDB 0.00032945275
164 Integration of Heterogeneous Databases Without Common Domains Using Queries Based on Textual Similarity 1998 SIGMOD 0.00027451323
592 Lineage Tracing for General Data Warehouse Transformations 2001 VLDB 0.0001583562
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6 12,957 XClean in Action: A Demonstration of Declarative XML Data Cleaning 2007 CIDR
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