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 |
|---|---|---|---|---|
| 626 | Entity Resolution: Theory, Practice & Open Challenges | 2012 | VLDB | 0.00015656958 |
| 3,251 | Keys for Graphs | 2015 | VLDB | 7.5963955e-05 |
| 3,304 | Saga: A Platform for Continuous Construction and Serving of Knowledge At Scale | 2022 | SIGMOD | 7.5404346e-05 |
| 3,496 | Waldo: An Adaptive Human Interface for Crowd Entity Resolution | 2017 | SIGMOD | 7.3634471e-05 |
| 6,403 | Parallel Discrepancy Detection and Incremental Detection | 2021 | VLDB | 5.8859374e-05 |
| 7,493 | Human-in-the-loop Data Integration | 2017 | VLDB | 5.6046905e-05 |
| 8,225 | Deducing Certain Fixes to Graphs | 2019 | VLDB | 5.4624971e-05 |
| 8,441 | A Critical Re-evaluation of Neural Methods for Entity Alignment | 2022 | VLDB | 5.4247564e-05 |
| 9,997 | HyperBlocker: Accelerating Rule-based Blocking in Entity Resolution using GPUs | 2025 | VLDB | 5.1814573e-05 |
| 12,128 | ConfSeer: Leveraging Customer Support Knowledge Bases for Automated Misconfiguration Detection | 2015 | VLDB | 5.093636e-05 |
| 12,242 | Knowledge Harvesting in the Big-Data Era | 2013 | SIGMOD | 5.093636e-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 |
|---|---|---|---|---|
| 228 | Reference Reconciliation in Complex Information Spaces | 2005 | SIGMOD | 0.00023941271 |
| 306 | Eliminating Fuzzy Duplicates in Data Warehouses | 2002 | VLDB | 0.00021839661 |
| 566 | Towards a Robust Query Optimizer: A Principled and Practical Approach | 2005 | SIGMOD | 0.00016436005 |
| 1,293 | Entity Resolution with Iterative Blocking | 2009 | SIGMOD | 0.00011292804 |
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| 2 | 2,120 | Comparative Analysis of Approximate Blocking Techniques for Entity Resolution | 2016 | VLDB |
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