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Towards Interpretable and Learnable Risk Analysis for Entity Resolution

Summary: Proposes an interpretable, learnable risk-analysis framework for entity resolution that ranks labeled pairs by mislabeling risk. Automatically derives interpretable risk features and trains a learnable model; experiments show higher accuracy than baselines. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5785
Venue
SIGMOD
Year
2020
Pagerank
4.2600049e-05
Overall Rank
9,896 | 31.16%
DOI
10.1145/3318464.3380572

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Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank Citing Paper Year Venue Pagerank
11,223 Splitting Tuples of Mismatched Entities 2023 SIGMOD 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 20 of 20 cited papers.

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

Rank Cited Paper Year Venue Pagerank
192 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00035728858
263 CrowdER: Crowdsourcing Entity Resolution 2012 VLDB 0.00029862413
300 Deep Learning for Entity Matching: A Design Space Exploration 2018 SIGMOD 0.00028441466
509 On Active Learning of Record Matching Packages 2010 SIGMOD 0.00021409518
643 Corleone: Hands-Off Crowdsourcing for Entity Matching 2014 SIGMOD 0.00018754451
702 Reasoning about Record Matching Rules 2009 VLDB 0.00017918203
754 Distributed Representations of Tuples for Entity Resolution 2018 VLDB 0.00017117211
814 Entity Resolution: Theory, Practice & Open Challenges 2012 VLDB 0.00016370594
1,242 Question Selection for Crowd Entity Resolution 2013 VLDB 0.00013096655
1,546 KATARA: A Data Cleaning System Powered by Knowledge Bases and Crowdsourcing 2015 SIGMOD 0.00011446851
1,841 Crowdsourcing Algorithms for Entity Resolution 2014 VLDB 0.00010348858
2,722 Progressive Approach to Relational Entity Resolution 2014 VLDB 8.2338356e-05
3,118 Scaling Up Crowd-Sourcing to Very Large Datasets: A Case for Active Learning 2015 VLDB 7.5379338e-05
3,861 Generating Concise Entity Matching Rules 2017 SIGMOD 6.6878164e-05
4,104 Online Entity Resolution Using an Oracle 2016 VLDB 6.4493809e-05
4,126 Waldo: An Adaptive Human Interface for Crowd Entity Resolution 2017 SIGMOD 6.4314729e-05
4,619 Crowd-Based Deduplication: An Adaptive Approach 2015 SIGMOD 6.0444854e-05
5,362 Cost-Effective Crowdsourced Entity Resolution: A Partial-Order Approach 2016 SIGMOD 5.5473503e-05
6,868 Cost-Effective Data Annotation using Game-Based Crowdsourcing 2019 VLDB 4.9010083e-05
7,668 Human-in-the-loop Data Integration 2017 VLDB 4.6834075e-05
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Overall Rank Paper Year Venue Pagerank
754 Distributed Representations of Tuples for Entity Resolution 2018 VLDB 0.00017117211
11,047 Blocker and Matcher Can Mutually Benefit: A Co-Learning Framework for Low-Resource Entity Resolution 2024 VLDB 4.1945683e-05
10,022 In-context Clustering-based Entity Resolution with Large Language Models: A Design Space Exploration 2026 SIGMOD 4.1945683e-05
9,460 The Battleship Approach to the Low Resource Entity Matching Problem 2023 SIGMOD 4.3366491e-05
2,767 A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching 2020 SIGMOD 8.1513883e-05
11,223 Splitting Tuples of Mismatched Entities 2023 SIGMOD 4.1945683e-05
6,569 Domain Adaptation for Deep Entity Resolution 2022 SIGMOD 5.0065379e-05
3,140 ZeroER: Entity Resolution using Zero Labeled Examples 2020 SIGMOD 7.4841763e-05
8,585 Robust Entity Resolution using Random Graphs 2018 SIGMOD 4.4905755e-05
5,798 Exploiting Context Analysis for Combining Multiple Entity Resolution Systems 2009 SIGMOD 5.3231654e-05