Entity Matching with Active Monotone Classification
Summary: Recasts entity matching as active learning of a monotone classifier over feature points, querying experts only on selected pairs. Gives cost–accuracy tradeoffs with provably nontrivial guarantees and matching lower bounds, establishing asymptotic optimality. (summarized by gpt-5.6-luna on Jul 26 2026)
Incoming Non-self Citations Over Time
No non-self incoming citations found for this paper in this database.
Authors
- 1. Yufei Tao (Chinese University of Hong Kong)
BibTeX Citation
@inproceedings{tao_pods18,
address = {New York, NY, USA},
series = {{PODS} '18},
title = {{Entity Matching with Active Monotone Classification}},
url = {https://dl.acm.org/doi/10.1145/3196959.3196984},
doi = {10.1145/3196959.3196984},
booktitle = {Proceedings of the {ACM} {SIGMOD} Symposium on {Principles} of {Database} {Systems}},
publisher = {Association for Computing Machinery},
author = {Tao, Yufei},
year = {2018}
}Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 11,943 | New Algorithms for Monotone Classification | 2021 | PODS | 4.9793485e-05 |
Previous
Page 1 / 1
Next
Outgoing Citations (Sorted by Pagerank)
Showing 6 of 6 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 244 | Evaluation of entity resolution approaches on real-world match problems | 2010 | VLDB | 0.00023314591 |
| 433 | Corleone: Hands-Off Crowdsourcing for Entity Matching | 2014 | SIGMOD | 0.00018332741 |
| 530 | Magellan: Toward Building Entity Matching Management Systems | 2016 | VLDB | 0.00016855162 |
| 534 | On Active Learning of Record Matching Packages | 2010 | SIGMOD | 0.0001680637 |
| 2,948 | Distributed Data Deduplication | 2016 | VLDB | 7.8230494e-05 |
| 3,621 | MOMA - A Mapping-based Object Matching System | 2007 | CIDR | 7.1539025e-05 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 8,590 | Ontology-based Entity Matching in Attributed Graphs | 2019 | VLDB |
| 2 | 244 | Evaluation of entity resolution approaches on real-world match problems | 2010 | VLDB |
| 3 | 3,273 | Large-Scale Collective Entity Matching | 2011 | VLDB |
| 4 | 3,665 | Online Entity Resolution Using an Oracle | 2016 | VLDB |
| 5 | 9,785 | The Battleship Approach to the Low Resource Entity Matching Problem | 2023 | SIGMOD |
| 6 | 8,328 | Robust Entity Resolution using Random Graphs | 2018 | SIGMOD |
| 7 | 1,247 | Entity Matching: How Similar Is Similar | 2011 | VLDB |
| 8 | 534 | On Active Learning of Record Matching Packages | 2010 | SIGMOD |
| 9 | 2,475 | A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching | 2020 | SIGMOD |
| 10 | 11,943 | New Algorithms for Monotone Classification | 2021 | PODS |