Query-Driven Approach to Entity Resolution
Summary: Proposes a Query-Driven Approach (QDA) for on-the-fly data cleaning, doing just-enough steps to answer a given selection query. Empirical evaluation shows QDA outperforms traditional full-cleaning techniques in query-driven data cleaning tasks. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Hotham Altwaijry (University of California Irvine)
- 2. Dmitri V. Kalashnikov (University of California Irvine)
- 3. Sharad Mehrotra (University of California Irvine)
BibTeX Citation
@article{altwaijry_vldb13,
title = {{Query-Driven Approach to Entity Resolution}},
author = {Altwaijry, Hotham and Kalashnikov, Dmitri V. and Mehrotra, Sharad},
journal = {PVLDB},
series = {{VLDB} '13},
volume = {6},
number = {14},
pages = {1846--1857},
doi = {10.14778/2733004.2733046},
url = {https://doi.org/10.14778/2733004.2733046},
year = {2013}
}Incoming Citations (Sorted by Pagerank)
Showing 8 of 8 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,645 | Progressive Approach to Relational Entity Resolution | 2014 | VLDB | 8.173459e-05 |
| 5,199 | QuERy: A Framework for Integrating Entity Resolution with Query Processing | 2016 | VLDB | 6.2309669e-05 |
| 7,404 | BrewER: Entity Resolution On-Demand | 2023 | VLDB | 5.5333732e-05 |
| 9,464 | ZIP: Lazy Imputation during Query Processing | 2024 | VLDB | 5.1710991e-05 |
| 9,573 | Deduplicated Sampling On-Demand | 2025 | VLDB | 5.154741e-05 |
| 11,767 | A Randomized Blocking Structure for Streaming Record Linkage | 2023 | VLDB | 4.9769913e-05 |
| 12,042 | LOCATER: Cleaning WiFi Connectivity Datasets for Semantic Localization | 2021 | VLDB | 4.9769913e-05 |
| 12,427 | ConfSeer: Leveraging Customer Support Knowledge Bases for Automated Misconfiguration Detection | 2015 | VLDB | 4.9769913e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 8 of 8 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 60 | The Merge/Purge Problem for Large Databases | 1995 | SIGMOD | 0.00039440583 |
| 230 | Reference Reconciliation in Complex Information Spaces | 2005 | SIGMOD | 0.00023861741 |
| 307 | Eliminating Fuzzy Duplicates in Data Warehouses | 2002 | VLDB | 0.00021489374 |
| 618 | Reasoning about Record Matching Rules | 2009 | VLDB | 0.0001553004 |
| 3,238 | Behavior Based Record Linkage | 2010 | VLDB | 7.4995246e-05 |
| 3,580 | On-the-Fly Entity-Aware Query Processing in the Presence of Linkage | 2010 | VLDB | 7.1897827e-05 |
| 3,787 | Entity Resolution with Evolving Rules | 2010 | VLDB | 7.0179617e-05 |
| 5,946 | Exploiting Context Analysis for Combining Multiple Entity Resolution Systems | 2009 | SIGMOD | 5.9352297e-05 |
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Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 6,902 | Keyword Query Cleaning | 2008 | VLDB |
| 2 | 7,263 | Entity Resolution On-Demand | 2022 | VLDB |
| 3 | 1,311 | Assisted Querying using Instant-Response Interfaces | 2007 | SIGMOD |
| 4 | 3,666 | Online Entity Resolution Using an Oracle | 2016 | VLDB |
| 5 | 11,288 | Evaluating Methods for Efficient Entity Count Estimation | 2025 | VLDB |
| 6 | 3,787 | Entity Resolution with Evolving Rules | 2010 | VLDB |
| 7 | 8,065 | A Grammar-based Entity Representation Framework for Data Cleaning | 2009 | SIGMOD |
| 8 | 3,580 | On-the-Fly Entity-Aware Query Processing in the Presence of Linkage | 2010 | VLDB |
| 9 | 2,645 | Progressive Approach to Relational Entity Resolution | 2014 | VLDB |
| 10 | 5,199 | QuERy: A Framework for Integrating Entity Resolution with Query Processing | 2016 | VLDB |