Topic 05: Entity Resolution, Entity Matching and Entity Alignment

Surveys and Analysis

1. End-to-End Entity Resolution for Big Data: A Survey (2019) [Paper]
2. Blocking and Filtering Techniques for Entity Resolution: A Survey (ACM Computing Surveys 2020) [Paper]
3. Comparative Analysis of Approximate Blocking Techniques for Entity Resolution (VLDB 2016) [Paper] 🌟

General Papers

1. ZeroER: Entity Resolution using Zero Labeled Examples (SIGMOD 2020)🌟
2. A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching (SIGMOD 2020)🌟
3. Synthesizing Entity Matching Rules by Examples (VLDB 2018) [PDF]🌟
4. Distributed Representations of Tuples for Entity Resolution (VLDB 2018) [PDF]🌟
5. A Demonstration of PERC: Probabilistic Entity Resolution With Crowd Errors (VLDB 2018) [PDF, demo]🌟
6. The return of JedAI: End-to-End Entity Resolution for Structured and Semi-Structured Data (VLDB 2018) [PDF, demo] 🌟
7. CloudMatcher: A Hands-Off Cloud/Crowd Service for Entity Matching (VLDB 2018) [PDF, demo]🌟
8. Robust Entity Resolution using Random Graphs (SIGMOD 2018) [PDF] 🌟
9. Deep Learning for Entity Matching: A Design Space Exploration (SIGMOD 2018) [PDF] 🌟
10. Schema-Agnostic Progressive Entity Resolution (ICDE 2018) [PDF] 🌟
11. A Graph-Theoretic Fusion Framework for Unsupervised Entity Resolution (ICDE 2018) [PDF] 🌟
12. Enabling Quality Control for Entity Resolution: A Human and Machine Cooperation Framework (ICDE 2018) [PDF] 🌟
13. Simplifying Entity Resolution on Web Data with Schema-Agnostic, Non-Iterative Matching (ICDE 2018) [PDF, short paper] 🌟
14. Rule-Based Entity Resolution on Database with Hidden Temporal Information (ICDE 2018) 🌟
15. Matching Heterogeneous Event Data (ICDE 2018) 🌟
16. Ontology-based Entity Matching in Attributed Graphs [PDF, more similar to a graph paper] (VLDB 2019) 🌟
17. SystemER: A Human-in-the-loop System for Explainable Entity Resolution [PDF, demo] (VLDB 2019) 🌟
18. OAG: Toward Linking Large-scale Heterogeneous Entity Graphs [Paper, applied science track] (KDD 2019) 🌟
19. Entity Matching Meets Data Science: A Progress Report from the Magellan Project [PDF, industrial track] (SIGMOD 2019) 🌟
20. EXPLAINER: Entity Resolution Explanations [PDF, best demo] (ICDE 2019) 🌟
21. Top-K Entity Resolution with Adaptive Locality-Sensitive Hashing [Paper, short paper] (ICDE 2019) 🌟
22. Schema-Agnostic Progressive Entity Resolution (TKDE 2019) 🌟
23. Knowledge Translation [Technical Report] (VLDB 2020) 🌟
24. A Benchmarking Study of Embedding-based Entity Alignment for Knowledge Graphs (VLDB 2020) 🌟
25. Crowdsourced Collective Entity Resolution with Relational Match Propagation [Video][Slides][Paper] (ICDE 2020) 🌟
26. A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching [Paper] (SIGMOD 2020) 🌟
27. ZeroER: Entity Resolution using Zero Labeled Examples [Paper] (SIGMOD 2020) 🌟
28. Towards Interpretable and Learnable Risk Analysis for Entity Resolution [Paper] (SIGMOD 2020) 🌟
29. Entity Matching in the Wild: a Consistent and Versatile Framework to Unify Data in Industrial Applications [Paper] (SIGMOD 2020, industry track) 🌟
30. REA: Robust Cross-lingual Entity Alignment Between Knowledge Graphs (KDD 2020)
31. r-HUMO: A Risk-Aware Human-Machine Cooperation Framework for Entity Resolution with Quality Guarantees (TKDE 2020) 🌟
32. Efficient Entity Resolution on Heterogeneous Records (TKDE 2020) 🌟
33. Waldo: An Adaptive Human Interface for Crowd Entity Resolution (SIGMOD 2017) 🌟
34. Falcon: Scaling Up Hands-Off Crowdsourced Entity Matching to Build Cloud Services (SIGMOD 2017) 🌟
35. Generating Concise Entity Matching Rules (SIGMOD 2017) 🌟