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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
h21acea5a8dc811f8
Venue
SIGMOD
Year
2023
Pagerank
4.9605343e-05
Overall Rank
11,788 | 20.99%
DOI
10.1145/3626763

Incoming Non-self Citations Over Time

No non-self incoming citations found for this paper in this database.

Authors

BibTeX Citation

@inproceedings{fan_sigmod23,
        title = {{Splitting Tuples of Mismatched Entities}},
        author = {Fan, Wenfei and Han, Ziyan and Ren, Weilong and Wang, Ding and Wang, Yaoshu and Xie, Min and Yan, Mengyi},
        series = {{SIGMOD} '23},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3626763},
        url = {https://dl.acm.org/doi/10.1145/3626763},
        year = {2023}
}

Incoming Citations (Sorted by Pagerank)

Showing 4 of 4 citing papers.

Rank Citing Paper Year Venue Pagerank
7,892 Rock: Cleaning Data by Embedding ML in Logic Rules 2024 SIGMOD 5.4156936e-05
11,256 Incremental Rule Discovery in Response to Parameter Updates 2025 SIGMOD 4.9605343e-05
11,644 Enriching Relations with Additional Attributes for ER 2024 VLDB 4.9605343e-05
11,688 Rock: Cleaning Data with both ML and Logic Rules 2024 VLDB 4.9605343e-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
33 Consistent Query Answers in Inconsistent Databases 1999 PODS 0.00049435337
65 Freebase: A Collaboratively Created Graph Database For Structuring Human Knowledge 2008 SIGMOD 0.0003826876
100 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00033951027
132 Deep Entity Matching with Pre-Trained Language Models 2021 VLDB 0.00030213215
158 Deep Learning for Entity Matching: A Design Space Exploration 2018 SIGMOD 0.00028049555
244 Evaluation of entity resolution approaches on real-world match problems 2010 VLDB 0.00023265795
434 Corleone: Hands-Off Crowdsourcing for Entity Matching 2014 SIGMOD 0.00018323777
459 Distributed Representations of Tuples for Entity Resolution 2018 VLDB 0.00017863654
527 Improving Data Quality: Consistency and Accuracy 2007 VLDB 0.00016859013
535 On Active Learning of Record Matching Packages 2010 SIGMOD 0.00016768308
652 Don’t be SCAREd: Use SCalable Automatic REpairing with Maximal Likelihood and Bounded Changes 2013 SIGMOD 0.00015117165
769 The LLUNATIC Data-Cleaning Framework 2013 VLDB 0.00014091996
988 Towards Certain Fixes with Editing Rules and Master Data 2010 VLDB 0.00012643318
1,347 Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning 2020 VLDB 0.00010947547
1,489 Synthesizing Entity Matching Rules by Examples 2018 VLDB 0.00010480559
1,650 Falcon: Scaling Up Hands-Off Crowdsourced Entity Matching to Build Cloud Services 2017 SIGMOD 9.9690948e-05
1,731 Raha: A Configuration-Free Error Detection System 2019 SIGMOD 9.7585913e-05
2,271 ZeroER: Entity Resolution using Zero Labeled Examples 2020 SIGMOD 8.7110698e-05
2,476 A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching 2020 SIGMOD 8.3932405e-05
2,520 Deep Learning for Blocking in Entity Matching: A Design Space Exploration 2021 VLDB 8.3343971e-05
2,598 Mind the Gap: An Experimental Evaluation of Imputation of Missing Values Techniques in Time Series 2020 VLDB 8.2195844e-05
3,372 Cleaning Denial Constraint Violations through Relaxation 2020 SIGMOD 7.3488827e-05
3,440 Efficient and Effective Data Imputation with Influence Functions 2022 VLDB 7.2791144e-05
4,149 Missing Value Imputation on Multidimensional Time Series 2021 VLDB 6.7631758e-05
4,240 The Interaction between Functional Dependencies and Template Dependencies 1980 SIGMOD 6.7009223e-05
4,369 Horizon: Scalable Dependency-driven Data Cleaning 2021 VLDB 6.6220109e-05
4,538 Pattern Functional Dependencies for Data Cleaning 2020 VLDB 6.5398994e-05
5,544 MDedup: Duplicate Detection with Matching Dependencies 2020 VLDB 6.0726379e-05
6,563 ORBITS: Online Recovery of Missing Values in Multiple Time Series Streams 2021 VLDB 5.7285748e-05
6,753 On Multiple Semantics for Declarative Database Repairs 2020 SIGMOD 5.673161e-05
6,869 Record Linkage with Uniqueness Constraints and Erroneous Values 2010 VLDB 5.6446612e-05
8,192 Fast and Reliable Missing Data Contingency Analysis with Predicate-Constraints 2020 SIGMOD 5.3646457e-05
8,306 Online Topic-Aware Entity Resolution Over Incomplete Data Streams 2021 SIGMOD 5.3426557e-05
8,420 Deducing Certain Fixes to Graphs 2019 VLDB 5.3198062e-05
9,209 CerFix: A System for Cleaning Data with Certain Fixes 2011 VLDB 5.1933141e-05
9,214 Entity Matching in the Wild: A Consistent and Versatile Framework to Unify Data in Industrial Applications 2020 SIGMOD 5.1924903e-05
9,645 Discovering Top-k Rules using Subjective and Objective Criteria 2023 SIGMOD 5.1332977e-05
10,280 Towards Interpretable and Learnable Risk Analysis for Entity Resolution 2020 SIGMOD 5.0334833e-05
10,373 Parallel Rule Discovery from Large Datasets by Sampling 2022 SIGMOD 5.0005386e-05
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