Supervised Meta-blocking
Summary: Supervised meta-blocking learns classifiers to prune entity-resolution comparisons, beating coarse pruning. Compact feature set, low extraction cost, strong discrimination; effective with small training data; evaluated on 10 real/synthetic datasets. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. George Papadakis (Research Center Athena)
- 2. George Papastefanatos (Research Center Athena)
- 3. Georgia Koutrika (Hewlett Packard Enterprise)
BibTeX Citation
@article{papadakis_vldb14,
title = {{Supervised Meta-blocking}},
author = {Papadakis, George and Papastefanatos, George and Koutrika, Georgia},
journal = {PVLDB},
series = {{VLDB} '14},
volume = {7},
number = {14},
pages = {1929--1932},
doi = {10.14778/2733085.2733098},
url = {https://doi.org/10.14778/2733085.2733098},
year = {2014}
}Incoming Citations (Sorted by Pagerank)
Showing 5 of 5 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,738 | BLAST: a Loosely Schema-aware Meta-blocking Approach for Entity Resolution | 2016 | VLDB | 7.0627813e-05 |
| 4,939 | Deep Indexed Active Learning for Matching Heterogeneous Entity Representations | 2022 | VLDB | 6.3458427e-05 |
| 5,049 | BEER: Blocking for Effective Entity Resolution | 2021 | SIGMOD | 6.297901e-05 |
| 11,761 | A Randomized Blocking Structure for Streaming Record Linkage | 2023 | VLDB | 4.9793485e-05 |
| 11,880 | Generalized Supervised Meta-blocking | 2022 | VLDB | 4.9793485e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 5 of 5 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 | 0.000394583 |
| 108 | Approximate String Joins in a Database (Almost) for Free | 2001 | VLDB | 0.0003305531 |
| 1,114 | Principles of Dataspace Systems | 2006 | PODS | 0.00011964697 |
| 1,307 | Entity Resolution with Iterative Blocking | 2009 | SIGMOD | 0.000110838 |
| 5,946 | Exploiting Context Analysis for Combining Multiple Entity Resolution Systems | 2009 | SIGMOD | 5.9379643e-05 |
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Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 5,143 | Schema-agnostic vs Schema-based Configurations for Blocking Methods on Homogeneous Data | 2016 | VLDB |
| 2 | 5,946 | Exploiting Context Analysis for Combining Multiple Entity Resolution Systems | 2009 | SIGMOD |
| 3 | 5,540 | Pre-trained Embeddings for Entity Resolution: An Experimental Analysis | 2023 | VLDB |
| 4 | 2,475 | A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching | 2020 | SIGMOD |
| 5 | 1,307 | Entity Resolution with Iterative Blocking | 2009 | SIGMOD |
| 6 | 3,738 | BLAST: a Loosely Schema-aware Meta-blocking Approach for Entity Resolution | 2016 | VLDB |
| 7 | 10,210 | Blocker and Matcher Can Mutually Benefit: A Co-Learning Framework for Low-Resource Entity Resolution | 2024 | VLDB |
| 8 | 2,514 | Deep Learning for Blocking in Entity Matching: A Design Space Exploration | 2021 | VLDB |
| 9 | 2,110 | Comparative Analysis of Approximate Blocking Techniques for Entity Resolution | 2016 | VLDB |
| 10 | 11,880 | Generalized Supervised Meta-blocking | 2022 | VLDB |