Valentine in Action: Matching Tabular Data at Scale
Summary: Valentine is an open-source, GUI-driven suite for fabricating datasets and orchestrating scalable, ground-truth schema-matching experiments. It also provides holistic column-similarity matching across heterogeneous tabular sources to support data-lake discovery. (summarized by gpt-5.6-luna on Jul 24 2026)
Incoming Non-self Citations Over Time
No non-self incoming citations found for this paper in this database.
Authors
- 1. Christos Koutras (Delft University of Technology)
- 2. Kyriakos Psarakis (Delft University of Technology)
- 3. George Siachamis (Delft University of Technology)
- 4. Andra Ionescu (Delft University of Technology)
- 5. Marios Fragkoulis (Delft University of Technology)
- 6. Angela Bonifati (Lyon 1 University)
- 7. Asterios Katsifodimos (Delft University of Technology)
BibTeX Citation
@article{koutras_vldb21,
title = {{Valentine in Action: Matching Tabular Data at Scale}},
author = {Koutras, Christos and Psarakis, Kyriakos and Siachamis, George and Ionescu, Andra and Fragkoulis, Marios and Bonifati, Angela and Katsifodimos, Asterios},
journal = {PVLDB},
series = {{VLDB} '21},
volume = {14},
number = {12},
pages = {2871--2874},
doi = {10.14778/3476311.3476366},
url = {https://doi.org/10.14778/3476311.3476366},
year = {2021}
}Incoming Citations (Sorted by Pagerank)
Showing 0 of 0 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|
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 |
|---|---|---|---|---|
| 407 | COMA - A system for flexible combination of schema matching approaches | 2002 | VLDB | 0.00019026291 |
| 765 | Table Union Search on Open Data | 2018 | VLDB | 0.00014125424 |
| 2,580 | Tuning Schema Matching Software using Synthetic Scenarios | 2005 | VLDB | 8.2716518e-05 |
| 2,901 | Incremental Schema Matching | 2006 | VLDB | 7.8830583e-05 |
| 4,239 | OpenII: An Open Source Information Integration Toolkit | 2010 | SIGMOD | 6.7096698e-05 |
| 5,790 | XBenchMatch: a Benchmark for XML Schema Matching Tools | 2007 | VLDB | 5.9937938e-05 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 12,244 | CloudMatcher: A Hands-Off Cloud/Crowd Service for Entity Matching | 2018 | VLDB |
| 2 | 5,037 | Privacy Preserving Schema and Data Matching | 2007 | SIGMOD |
| 3 | 9,170 | The Role of Schema Matching in Large Enterprises | 2009 | CIDR |
| 4 | 4,409 | LakeBench: A Benchmark for Discovering Joinable and Unionable Tables in Data Lakes | 2024 | VLDB |
| 5 | 4,602 | Reducing Uncertainty of Schema Matching via Crowdsourcing | 2013 | VLDB |
| 6 | 9,247 | Data Lakes Empowered by Knowledge Graph Technologies | 2021 | SIGMOD |
| 7 | 822 | On Schema Matching with Opaque Column Names and Data Values | 2003 | SIGMOD |
| 8 | 9,171 | Analyzing and Revising Data Integration Schemas to Improve Their Matchability | 2008 | VLDB |
| 9 | 4,661 | CrowdMatcher: Crowd-Assisted Schema Matching | 2014 | SIGMOD |
| 10 | 296 | Generic Schema Matching with Cupid | 2001 | VLDB |