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: 8952
Venue: VLDB
Year: 2001
Pagerank: 0.00025558602
Overall Rank: 201 | 98.63%
DOI: -

Incoming Non-self Citations Over Time

Authors

1. Helena Galhardas (INRIA)
2. Daniela Florescu (Propel)
3. Dennis Shasha (New York University)
4. Eric Simon (INRIA)
5. Cristian-Augustin Saita (INRIA)

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
125	Trio: A System for Integrated Management of Data, Accuracy, and Lineage	2005	CIDR	0.00030932014
185	A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification	2005	SIGMOD	0.00026231189
228	Reference Reconciliation in Complex Information Spaces	2005	SIGMOD	0.00023941271
306	Eliminating Fuzzy Duplicates in Data Warehouses	2002	VLDB	0.00021839661
404	Hippocratic Databases	2002	VLDB	0.00019065022
493	Data Integration for the Relational Web	2009	VLDB	0.00017558709
533	Improving Data Quality: Consistency and Accuracy	2007	VLDB	0.0001705859
574	Management of Probabilistic Data: Foundations and Challenges	2007	PODS	0.00016278855
619	Reasoning about Record Matching Rules	2009	VLDB	0.00015707247
647	Discovering Data Quality Rules	2008	VLDB	0.00015334666
725	NADEEF: A Commodity Data Cleaning System	2013	SIGMOD	0.00014617251
917	Data Integration: The Teenage Years	2006	VLDB	0.00013224381
1,248	Entity Matching: How Similar Is Similar	2011	VLDB	0.00011498301
1,350	Automating Large-Scale Data Quality Verification	2018	VLDB	0.00011065626
1,560	Example-driven Design of Efficient Record Matching Queries	2007	VLDB	0.00010361222
1,643	Falcon: Scaling Up Hands-Off Crowdsourced Entity Matching to Build Cloud Services	2017	SIGMOD	0.00010134956
2,041	Combining Quantitative and Logical Data Cleaning	2016	VLDB	9.2692538e-05
2,120	Comparative Analysis of Approximate Blocking Techniques for Entity Resolution	2016	VLDB	9.1406654e-05
2,531	DogmatiX Tracks down Duplicates in XML	2005	SIGMOD	8.4574631e-05
3,356	Benchmarking Declarative Approximate Selection Predicates	2007	SIGMOD	7.490881e-05
3,371	Modeling and Querying Possible Repairs in Duplicate Detection	2009	VLDB	7.4697134e-05
3,487	++Spicy: an Open-Source Tool for Second-Generation Schema Mapping and Data Exchange	2011	VLDB	7.3687386e-05
3,580	Automatic Data Repair: Are We Ready to Deploy?	2024	VLDB	7.2888516e-05
4,100	Data Integration and Machine Learning: A Natural Synergy	2018	SIGMOD	6.9016092e-05
4,428	Arnold: Declarative Crowd-Machine Data Integration	2013	CIDR	6.7094035e-05
4,642	Data Auditor: Exploring Data Quality and Semantics using Pattern Tableaux	2010	VLDB	6.5908277e-05
5,312	Explaining Repaired Data with CFDs	2018	VLDB	6.2698779e-05
6,013	Semandaq: A Data Quality System Based on Conditional Functional Dependencies	2008	VLDB	6.0094519e-05
6,664	On Multiple Semantics for Declarative Database Repairs	2020	SIGMOD	5.8090585e-05
7,424	Data Integration and Machine Learning: A Natural Synergy	2018	VLDB	5.6214566e-05
7,880	Learning Over Dirty Data Without Cleaning	2020	SIGMOD	5.5244204e-05
9,442	Interactive and Deterministic Data Cleaning: A Tossed Stone Raises a Thousand Ripples	2016	SIGMOD	5.2677992e-05
10,925	Meaningful Data Erasure in the Presence of Dependencies	2025	VLDB	5.093636e-05
12,200	Tutorial: Uncertain Entity Resolution: Re-evaluating Entity Resolution in the Big Data Era	2014	VLDB	5.093636e-05
12,619	XClean in Action: A Demonstration of Declarative XML Data Cleaning	2007	CIDR	5.093636e-05

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
58	The Merge/Purge Problem for Large Databases	1995	SIGMOD	0.00040116748
107	Approximate String Joins in a Database (Almost) for Free	2001	VLDB	0.00033511706
160	Integration of Heterogeneous Databases Without Common Domains Using Queries Based on Textual Similarity	1998	SIGMOD	0.0002802209
585	Lineage Tracing for General Data Warehouse Transformations	2001	VLDB	0.00016139897

Semantically Similar Papers

#	Overall Rank	Paper	Year	Venue
1	2,398	BigDansing: A System for Big Data Cleansing	2015	SIGMOD
2	6,392	Qualitative Data Cleaning	2016	VLDB
3	9,442	Interactive and Deterministic Data Cleaning: A Tossed Stone Raises a Thousand Ripples	2016	SIGMOD
4	1,323	Data Cleaning: Overview and Emerging Challenges	2016	SIGMOD
5	4,890	Descriptive and Prescriptive Data Cleaning	2014	SIGMOD
6	12,619	XClean in Action: A Demonstration of Declarative XML Data Cleaning	2007	CIDR
7	4,499	Cleaning Inconsistencies in Information Extraction via Prioritized Repairs	2014	PODS
8	13,435	Data Cleaning in the Era of Data Science: Challenges and Opportunities	2021	CIDR
9	7,179	CleanM: An Optimizable Query Language for Unified Scale-Out Data Cleaning	2017	VLDB
10	7,894	A Grammar-based Entity Representation Framework for Data Cleaning	2009	SIGMOD