Parallel Discrepancy Detection and Incremental Detection
Summary: Parallel discrepancy detection for duplicates, mismatches, and conflicts via ML-embed rules, unifying ER and conflict handling. Parallel and incremental algorithms offer scalability; NP-hard, W[1]-hard; bounded incremental; validated on real/synthetic data. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Wenfei Fan (Shenzhen University; University of Edinburgh)
- 2. Chao Tian (Alibaba)
- 3. Yanghao Wang (University of Edinburgh)
- 4. Qiang Yin (Alibaba)
BibTeX Citation
@article{fan_vldb21,
title = {{Parallel Discrepancy Detection and Incremental Detection}},
author = {Fan, Wenfei and Tian, Chao and Wang, Yanghao and Yin, Qiang},
journal = {PVLDB},
series = {{VLDB} '21},
volume = {14},
number = {8},
pages = {1351--1364},
doi = {10.14778/3457390.3457400},
url = {https://doi.org/10.14778/3457390.3457400},
year = {2021}
}Incoming Citations (Sorted by Pagerank)
Showing 16 of 16 citing papers.
Previous
Page 1 / 1
Next
Outgoing Citations (Sorted by Pagerank)
Showing 34 of 34 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
Previous
Page 1 / 1
Next
Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 4,070 | Fast Algorithms for Denial Constraint Discovery | 2023 | VLDB |
| 2 | 11,262 | Efficient Discovery of Relaxed Functional Dependencies | 2025 | VLDB |
| 3 | 11,744 | Splitting Tuples of Mismatched Entities | 2023 | SIGMOD |
| 4 | 2,111 | Comparative Analysis of Approximate Blocking Techniques for Entity Resolution | 2016 | VLDB |
| 5 | 3,426 | Modeling and Querying Possible Repairs in Duplicate Detection | 2009 | VLDB |
| 6 | 2,949 | Distributed Data Deduplication | 2016 | VLDB |
| 7 | 10,184 | Progressive Entity Matching: A Design Space Exploration | 2025 | SIGMOD |
| 8 | 11,197 | Incremental Rule Discovery in Response to Parameter Updates | 2025 | SIGMOD |
| 9 | 9,813 | Making It Tractable to Catch Duplicates and Conflicts in Graphs | 2023 | SIGMOD |
| 10 | 10,346 | Parallel Rule Discovery from Large Datasets by Sampling | 2022 | SIGMOD |