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Splitting Tuples of Mismatched Entities

Summary: Inverse ER: split tuples that merge distinct entities into separate records. Proposes a rule-based tuple-splitting scheme with ML for attribute correlation and missing-value imputation, using cross-relational alignment and knowledge-graph data to reach ~0.92 F-measure. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
6771
Venue
SIGMOD
Year
2023
Pagerank
4.1905499e-05
Overall Rank
11,225 | 21.99%
DOI
10.1145/3626763

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Incoming Citations (Sorted by Pagerank)

Showing 4 of 4 citing papers.

Rank Citing Paper Year Venue Pagerank
9,439 Rock: Cleaning Data by Embedding ML in Logic Rules 2024 SIGMOD 4.3389137e-05
10,499 Incremental Rule Discovery in Response to Parameter Updates 2025 SIGMOD 4.1905499e-05
11,057 Enriching Relations with Additional Attributes for ER 2024 VLDB 4.1905499e-05
11,114 Rock: Cleaning Data with both ML and Logic Rules 2024 VLDB 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 39 of 39 cited papers.

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

Rank Cited Paper Year Venue Pagerank
49 Consistent Query Answers in Inconsistent Databases 1999 PODS 0.00067607389
62 Freebase: A Collaboratively Created Graph Database For Structuring Human Knowledge 2008 SIGMOD 0.00064239035
192 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00035692958
219 Deep Entity Matching with Pre-Trained Language Models 2021 VLDB 0.00033354456
293 Deep Learning for Entity Matching: A Design Space Exploration 2018 SIGMOD 0.00028661817
318 Evaluation of entity resolution approaches on real-world match problems 2010 VLDB 0.00027850417
507 On Active Learning of Record Matching Packages 2010 SIGMOD 0.00021474096
621 Improving Data Quality: Consistency and Accuracy 2007 VLDB 0.00018978331
641 Corleone: Hands-Off Crowdsourcing for Entity Matching 2014 SIGMOD 0.00018759417
740 Distributed Representations of Tuples for Entity Resolution 2018 VLDB 0.00017358024
879 Don’t be SCAREd: Use SCalable Automatic REpairing with Maximal Likelihood and Bounded Changes 2013 SIGMOD 0.00015649604
1,160 Towards Certain Fixes with Editing Rules and Master Data 2010 VLDB 0.0001358129
1,197 The LLUNATIC Data-Cleaning Framework 2013 VLDB 0.00013373177
1,821 Synthesizing Entity Matching Rules by Examples 2018 VLDB 0.00010406856
1,895 Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning 2020 VLDB 0.00010174634
2,176 Falcon: Scaling Up Hands-Off Crowdsourced Entity Matching to Build Cloud Services 2017 SIGMOD 9.3729351e-05
2,282 Mind the Gap: An Experimental Evaluation of Imputation of Missing Values Techniques in Time Series 2020 VLDB 9.1173974e-05
2,758 A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching 2020 SIGMOD 8.1668285e-05
2,968 Raha: A Configuration-Free Error Detection System 2019 SIGMOD 7.7964476e-05
3,057 ZeroER: Entity Resolution using Zero Labeled Examples 2020 SIGMOD 7.6458287e-05
3,313 Efficient and Effective Data Imputation with Influence Functions 2022 VLDB 7.2336734e-05
3,469 Deep Learning for Blocking in Entity Matching: A Design Space Exploration 2021 VLDB 7.0629476e-05
4,271 Cleaning Denial Constraint Violations through Relaxation 2020 SIGMOD 6.2943273e-05
4,331 Missing Value Imputation on Multidimensional Time Series 2021 VLDB 6.2744869e-05
4,421 The Interaction between Functional Dependencies and Template Dependencies 1980 SIGMOD 6.1939227e-05
5,150 Horizon: Scalable Dependency-driven Data Cleaning 2021 VLDB 5.6553571e-05
5,203 Pattern Functional Dependencies for Data Cleaning 2020 VLDB 5.628087e-05
6,047 MDedup: Duplicate Detection with Matching Dependencies 2020 VLDB 5.2355891e-05
6,731 ORBITS: Online Recovery of Missing Values in Multiple Time Series Streams 2021 VLDB 4.9436119e-05
6,808 Record Linkage with Uniqueness Constraints and Erroneous Values 2010 VLDB 4.9155856e-05
7,062 On Multiple Semantics for Declarative Database Repairs 2020 SIGMOD 4.8398632e-05
8,008 Online Topic-Aware Entity Resolution Over Incomplete Data Streams 2021 SIGMOD 4.6037276e-05
8,139 Fast and Reliable Missing Data Contingency Analysis with Predicate-Constraints 2020 SIGMOD 4.5727142e-05
8,363 Deducing Certain Fixes to Graphs 2019 VLDB 4.5311185e-05
8,875 CerFix: A System for Cleaning Data with Certain Fixes 2011 VLDB 4.426239e-05
9,023 Entity Matching in the Wild: A Consistent and Versatile Framework to Unify Data in Industrial Applications 2020 SIGMOD 4.4037187e-05
9,362 Discovering Top-k Rules using Subjective and Objective Criteria 2023 SIGMOD 4.3472627e-05
9,895 Towards Interpretable and Learnable Risk Analysis for Entity Resolution 2020 SIGMOD 4.2559233e-05
9,962 Parallel Rule Discovery from Large Datasets by Sampling 2022 SIGMOD 4.2254157e-05
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