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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
4.9769913e-05
Overall Rank
11,744 | 21.07%
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
7,876 Rock: Cleaning Data by Embedding ML in Logic Rules 2024 SIGMOD 5.4336606e-05
11,197 Incremental Rule Discovery in Response to Parameter Updates 2025 SIGMOD 4.9769913e-05
11,596 Enriching Relations with Additional Attributes for ER 2024 VLDB 4.9769913e-05
11,641 Rock: Cleaning Data with both ML and Logic Rules 2024 VLDB 4.9769913e-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 0.00049326063
65 Freebase: A Collaboratively Created Graph Database For Structuring Human Knowledge 2008 SIGMOD 0.00038204552
104 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00033676943
134 Deep Entity Matching with Pre-Trained Language Models 2021 VLDB 0.00030042569
158 Deep Learning for Entity Matching: A Design Space Exploration 2018 SIGMOD 0.00028038831
244 Evaluation of entity resolution approaches on real-world match problems 2010 VLDB 0.00023307564
433 Corleone: Hands-Off Crowdsourcing for Entity Matching 2014 SIGMOD 0.00018324965
457 Distributed Representations of Tuples for Entity Resolution 2018 VLDB 0.00017899824
526 Improving Data Quality: Consistency and Accuracy 2007 VLDB 0.00016879
534 On Active Learning of Record Matching Packages 2010 SIGMOD 0.00016799
652 Don’t be SCAREd: Use SCalable Automatic REpairing with Maximal Likelihood and Bounded Changes 2013 SIGMOD 0.00015114401
767 The LLUNATIC Data-Cleaning Framework 2013 VLDB 0.00014108234
989 Towards Certain Fixes with Editing Rules and Master Data 2010 VLDB 0.00012647631
1,342 Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning 2020 VLDB 0.00010963254
1,493 Synthesizing Entity Matching Rules by Examples 2018 VLDB 0.00010500948
1,655 Falcon: Scaling Up Hands-Off Crowdsourced Entity Matching to Build Cloud Services 2017 SIGMOD 9.9694129e-05
1,805 Raha: A Configuration-Free Error Detection System 2019 SIGMOD 9.5938877e-05
2,325 ZeroER: Entity Resolution using Zero Labeled Examples 2020 SIGMOD 8.6308459e-05
2,475 A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching 2020 SIGMOD 8.4074448e-05
2,514 Deep Learning for Blocking in Entity Matching: A Design Space Exploration 2021 VLDB 8.3610263e-05
2,590 Mind the Gap: An Experimental Evaluation of Imputation of Missing Values Techniques in Time Series 2020 VLDB 8.2468536e-05
3,360 Cleaning Denial Constraint Violations through Relaxation 2020 SIGMOD 7.3732195e-05
3,441 Efficient and Effective Data Imputation with Influence Functions 2022 VLDB 7.2946229e-05
4,132 Missing Value Imputation on Multidimensional Time Series 2021 VLDB 6.7856132e-05
4,233 The Interaction between Functional Dependencies and Template Dependencies 1980 SIGMOD 6.7104541e-05
4,348 Horizon: Scalable Dependency-driven Data Cleaning 2021 VLDB 6.6438522e-05
4,845 Pattern Functional Dependencies for Data Cleaning 2020 VLDB 6.3808938e-05
5,525 MDedup: Duplicate Detection with Matching Dependencies 2020 VLDB 6.0927371e-05
6,553 ORBITS: Online Recovery of Missing Values in Multiple Time Series Streams 2021 VLDB 5.7475799e-05
6,734 On Multiple Semantics for Declarative Database Repairs 2020 SIGMOD 5.6919385e-05
6,853 Record Linkage with Uniqueness Constraints and Erroneous Values 2010 VLDB 5.6629094e-05
8,172 Fast and Reliable Missing Data Contingency Analysis with Predicate-Constraints 2020 SIGMOD 5.3824434e-05
8,288 Online Topic-Aware Entity Resolution Over Incomplete Data Streams 2021 SIGMOD 5.3603804e-05
8,403 Deducing Certain Fixes to Graphs 2019 VLDB 5.3374114e-05
9,187 CerFix: A System for Cleaning Data with Certain Fixes 2011 VLDB 5.2099641e-05
9,215 Entity Matching in the Wild: A Consistent and Versatile Framework to Unify Data in Industrial Applications 2020 SIGMOD 5.2051923e-05
9,616 Discovering Top-k Rules using Subjective and Objective Criteria 2023 SIGMOD 5.1503279e-05
10,250 Towards Interpretable and Learnable Risk Analysis for Entity Resolution 2020 SIGMOD 5.0501823e-05
10,346 Parallel Rule Discovery from Large Datasets by Sampling 2022 SIGMOD 5.0171283e-05
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