Learning String Transformations From Examples
Summary: Learns a concise set of string transformations from matching examples to explain synonym, abbreviation, and alias variations beyond conventional similarity. Formulates the task as NP-hard optimization and provides a greedy approximation validated on real data. (summarized by gpt-5.6-luna on Jul 24 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Arvind Arasu (Microsoft)
- 2. Surajit Chaudhuri (Microsoft)
- 3. Raghav Kaushik (Microsoft)
BibTeX Citation
@article{arasu_vldb09,
title = {{Learning String Transformations From Examples}},
author = {Arasu, Arvind and Chaudhuri, Surajit and Kaushik, Raghav},
journal = {PVLDB},
series = {{VLDB} '09},
doi = {10.14778/1687627.1687686},
url = {https://doi.org/10.14778/1687627.1687686},
year = {2009}
}
Incoming Citations (Sorted by Pagerank)
Showing 8 of 8 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,476 | Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning | 2020 | VLDB | 0.00010659277 |
| 3,547 | Learning Semantic String Transformations from Examples | 2012 | VLDB | 7.3225973e-05 |
| 4,396 | Approximate String Joins with Abbreviations | 2018 | VLDB | 6.7268636e-05 |
| 5,279 | Mining Document Collections to Facilitate Accurate Approximate Entity Matching | 2009 | VLDB | 6.2849137e-05 |
| 5,306 | On Indexing Error-Tolerant Set Containment | 2010 | SIGMOD | 6.2731936e-05 |
| 7,345 | NLyze: Interactive Programming by Natural Language for SpreadSheet Data Analysis and Manipulation | 2014 | SIGMOD | 5.6380973e-05 |
| 9,702 | Towards a Unified Framework for String Similarity Joins | 2019 | VLDB | 5.2351259e-05 |
| 11,541 | SPINE: Scaling up Programming-by-Negative-Example for String Filtering and Transformation | 2022 | SIGMOD | 5.093636e-05 |
Previous
Page 1 / 1
Next
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 |
|---|---|---|---|---|
| 228 | Reference Reconciliation in Complex Information Spaces | 2005 | SIGMOD | 0.00023941271 |
| 254 | Record Linkage: Similarity Measures and Algorithms | 2006 | SIGMOD | 0.00023199211 |
| 1,142 | XTRACT: A System for Extracting Document Type Descriptors from XML Documents | 2000 | SIGMOD | 0.00012002609 |
| 1,560 | Example-driven Design of Efficient Record Matching Queries | 2007 | VLDB | 0.00010361222 |
| 5,279 | Mining Document Collections to Facilitate Accurate Approximate Entity Matching | 2009 | VLDB | 6.2849137e-05 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 5,306 | On Indexing Error-Tolerant Set Containment | 2010 | SIGMOD |
| 2 | 3,446 | Efficient Approximate Entity Extraction with Edit Distance Constraints | 2009 | SIGMOD |
| 3 | 4,009 | Flexible String Matching Against Large Databases in Practice | 2004 | VLDB |
| 4 | 3,547 | Learning Semantic String Transformations from Examples | 2012 | VLDB |
| 5 | 11,293 | Dealing with Acronyms, Abbreviations, and Typos in Real-World Entity Matching | 2024 | VLDB |
| 6 | 2,186 | String Similarity Joins: An Experimental Evaluation | 2014 | VLDB |
| 7 | 7,692 | Efficient Top-k Algorithms for Approximate Substring Matching | 2013 | SIGMOD |
| 8 | 4,396 | Approximate String Joins with Abbreviations | 2018 | VLDB |
| 9 | 5,088 | String Similarity Measures and Joins with Synonyms | 2013 | SIGMOD |
| 10 | 7,714 | Incorporating String Transformations in Record Matching | 2008 | SIGMOD |