Query Relaxation Using Malleable Schemas
Summary: Introduces query relaxation over malleable schemas to handle vague, overlapping data. Uses cross-dataset duplicates to learn schema correlations, relax queries, and rank results by the probability of matching the original intent. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Xuan Zhou
- 2. Julien Gaugaz
- 3. Wolf-Tilo Balke
- 4. Wolfgang Nejdl
Incoming Citations (Sorted by Pagerank)
Showing 5 of 5 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,760 | Output Perturbation with Query Relaxation | 2008 | VLDB | 6.7805033e-05 |
| 7,572 | Pushing the Boundaries of Crowd-enabled Databases with Query-driven Schema Expansion | 2012 | VLDB | 4.7075553e-05 |
| 9,750 | ReCG: Bottom-Up JSON Schema Discovery Using a Repetitive Cluster-and-Generalize Framework | 2024 | VLDB | 4.2897489e-05 |
| 12,170 | Schema-As-You-Go: On Probabilistic Tagging and Querying of Wide Tables | 2011 | SIGMOD | 4.1945683e-05 |
| 12,387 | Relaxation in Text Search using Taxonomies | 2008 | VLDB | 4.1945683e-05 |
Previous
Page 1 / 1
Next
Outgoing Citations (Sorted by Pagerank)
Showing 9 of 9 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 208 | Reconciling Schemas of Disparate Data Sources: A Machine-Learning Approach | 2001 | SIGMOD | 0.0003460594 |
| 475 | Mining Database Structure; Or, How to Build a Data Quality Browser | 2002 | SIGMOD | 0.00022303253 |
| 548 | Schema-Free XQuery | 2004 | VLDB | 0.00020391259 |
| 902 | Statistical Schema Matching across Web Query Interfaces | 2003 | SIGMOD | 0.00015486247 |
| 1,830 | Relaxing Join and Selection Queries | 2006 | VLDB | 0.000103862 |
| 2,333 | A Platform for Personal Information Management and Integration | 2005 | CIDR | 9.0169986e-05 |
| 2,704 | FleXPath: Flexible Structure and Full-Text Querying for XML | 2004 | SIGMOD | 8.2720556e-05 |
| 3,419 | Approximate XML Query Answers | 2004 | SIGMOD | 7.1173416e-05 |
| 3,633 | Haystack: A Customizable General-Purpose Information Management Tool for End Users of Semistructured Data | 2005 | CIDR | 6.8989391e-05 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,870 | Flexible Queries over Semistructured Data | 2001 | PODS | 0.00010263799 |
| 4,038 | Querying Complex Structured Databases | 2007 | VLDB | 6.5082212e-05 |
| 12,223 | Schema Clustering and Retrieval for Multi-domain Pay-As-You-Go Data Integration Systems | 2010 | SIGMOD | 4.1945683e-05 |
| 5,599 | Answering Imprecise Queries over Web Databases | 2005 | VLDB | 5.4160529e-05 |
| 276 | Efficient IR-Style Keyword Search over Relational Databases | 2003 | VLDB | 0.00029336949 |
| 1,992 | Probabilistic Ranking of Database Query Results | 2004 | VLDB | 9.8462684e-05 |
| 12,974 | DYNAMIC QUERY INTERPRETATION IN RELATIONAL DATABASES (Extended abstract) | 1987 | PODS | 4.1945683e-05 |
| 3,320 | Schemaless and Structureless Graph Querying | 2014 | VLDB | 7.2249102e-05 |
| 1,697 | A Probabilistic Framework for Vague Queries and Imprecise Information in Databases | 1990 | VLDB | 0.00010873473 |
| 1,830 | Relaxing Join and Selection Queries | 2006 | VLDB | 0.000103862 |