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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
5786
Venue
SIGMOD
Year
2020
Pagerank
4.2559233e-05
Overall Rank
9,895 | 31.23%
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
11,225 Splitting Tuples of Mismatched Entities 2023 SIGMOD 4.1905499e-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 0.00035692958
265 CrowdER: Crowdsourcing Entity Resolution 2012 VLDB 0.00029904018
293 Deep Learning for Entity Matching: A Design Space Exploration 2018 SIGMOD 0.00028661817
507 On Active Learning of Record Matching Packages 2010 SIGMOD 0.00021474096
641 Corleone: Hands-Off Crowdsourcing for Entity Matching 2014 SIGMOD 0.00018759417
700 Reasoning about Record Matching Rules 2009 VLDB 0.00017927576
740 Distributed Representations of Tuples for Entity Resolution 2018 VLDB 0.00017358024
799 Entity Resolution: Theory, Practice & Open Challenges 2012 VLDB 0.00016479804
1,242 Question Selection for Crowd Entity Resolution 2013 VLDB 0.00013088272
1,544 KATARA: A Data Cleaning System Powered by Knowledge Bases and Crowdsourcing 2015 SIGMOD 0.00011438274
1,842 Crowdsourcing Algorithms for Entity Resolution 2014 VLDB 0.00010342022
2,725 Progressive Approach to Relational Entity Resolution 2014 VLDB 8.2268045e-05
3,020 Scaling Up Crowd-Sourcing to Very Large Datasets: A Case for Active Learning 2015 VLDB 7.6987905e-05
3,854 Generating Concise Entity Matching Rules 2017 SIGMOD 6.697423e-05
4,101 Online Entity Resolution Using an Oracle 2016 VLDB 6.4462498e-05
4,112 Waldo: An Adaptive Human Interface for Crowd Entity Resolution 2017 SIGMOD 6.4329055e-05
4,617 Crowd-Based Deduplication: An Adaptive Approach 2015 SIGMOD 6.0400801e-05
5,369 Cost-Effective Crowdsourced Entity Resolution: A Partial-Order Approach 2016 SIGMOD 5.5436995e-05
6,873 Cost-Effective Data Annotation using Game-Based Crowdsourcing 2019 VLDB 4.8963037e-05
7,667 Human-in-the-loop Data Integration 2017 VLDB 4.6791871e-05
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