Large-Scale Collective Entity Matching
Summary: Proposes a principled, neighborhood-based framework to scale any generic Entity Matching (EM) algorithm by running multiple EM instances on small data neighborhoods and exchanging messages to converge on a global solution. It provides formal properties and empirical validation for scalable EM on large real-world datasets. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Vibhor Rastogi (Yahoo)
- 2. Nilesh Dalvi (Yahoo)
- 3. Minos Garofalakis (Technical University of Crete)
BibTeX Citation
@article{rastogi_vldb11,
title = {{Large-Scale Collective Entity Matching}},
author = {Rastogi, Vibhor and Dalvi, Nilesh and Garofalakis, Minos},
journal = {PVLDB},
series = {{VLDB} '11},
volume = {4},
number = {4},
pages = {208--219},
doi = {10.14778/1938545.1938549},
url = {https://doi.org/10.14778/1938545.1938549},
year = {2011}
}Incoming Citations (Sorted by Pagerank)
Showing 11 of 11 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 623 | Entity Resolution: Theory, Practice & Open Challenges | 2012 | VLDB | 0.00015483844 |
| 3,013 | Saga: A Platform for Continuous Construction and Serving of Knowledge At Scale | 2022 | SIGMOD | 7.7541678e-05 |
| 3,317 | Keys for Graphs | 2015 | VLDB | 7.436464e-05 |
| 3,409 | Waldo: An Adaptive Human Interface for Crowd Entity Resolution | 2017 | SIGMOD | 7.3264601e-05 |
| 6,397 | Human-in-the-loop Data Integration | 2017 | VLDB | 5.7989499e-05 |
| 6,525 | Parallel Discrepancy Detection and Incremental Detection | 2021 | VLDB | 5.756805e-05 |
| 8,398 | Deducing Certain Fixes to Graphs | 2019 | VLDB | 5.3399392e-05 |
| 8,610 | A Critical Re-evaluation of Neural Methods for Entity Alignment | 2022 | VLDB | 5.3030394e-05 |
| 9,458 | HyperBlocker: Accelerating Rule-based Blocking in Entity Resolution using GPUs | 2025 | VLDB | 5.173446e-05 |
| 12,421 | ConfSeer: Leveraging Customer Support Knowledge Bases for Automated Misconfiguration Detection | 2015 | VLDB | 4.9793485e-05 |
| 12,533 | Knowledge Harvesting in the Big-Data Era | 2013 | SIGMOD | 4.9793485e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 4 of 4 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 230 | Reference Reconciliation in Complex Information Spaces | 2005 | SIGMOD | 0.00023871933 |
| 307 | Eliminating Fuzzy Duplicates in Data Warehouses | 2002 | VLDB | 0.00021499031 |
| 569 | Towards a Robust Query Optimizer: A Principled and Practical Approach | 2005 | SIGMOD | 0.00016245271 |
| 1,307 | Entity Resolution with Iterative Blocking | 2009 | SIGMOD | 0.000110838 |
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|---|---|---|---|---|
| 1 | 4,454 | LargeEA: Aligning Entities for Large-scale Knowledge Graphs | 2022 | VLDB |
| 2 | 2,110 | Comparative Analysis of Approximate Blocking Techniques for Entity Resolution | 2016 | VLDB |
| 3 | 1,247 | Entity Matching: How Similar Is Similar | 2011 | VLDB |
| 4 | 2,514 | Deep Learning for Blocking in Entity Matching: A Design Space Exploration | 2021 | VLDB |
| 5 | 4,148 | A Benchmarking Study of Embedding-based Entity Alignment for Knowledge Graphs | 2020 | VLDB |
| 6 | 5,623 | Through the Fairness Lens: Experimental Analysis and Evaluation of Entity Matching | 2023 | VLDB |
| 7 | 4,736 | Scalable Ad-hoc Entity Extraction from Text Collections | 2008 | VLDB |
| 8 | 158 | Deep Learning for Entity Matching: A Design Space Exploration | 2018 | SIGMOD |
| 9 | 244 | Evaluation of entity resolution approaches on real-world match problems | 2010 | VLDB |
| 10 | 2,475 | A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching | 2020 | SIGMOD |