Schema Independent Relational Learning
Summary: Formalizes schema independence for relational learning; current methods vary with (de)composition-schema transformations and outputs across schemas. Introduces Castor, a schema-independent learner using data dependencies to produce stable, schema-agnostic relations. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Jose Picado
- 2. Arash Termehchy
- 3. Alan Fern
- 4. Parisa Ataei
Incoming Citations (Sorted by Pagerank)
Showing 6 of 6 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,668 | Reverse Engineering Aggregation Queries | 2017 | VLDB | 6.8581987e-05 |
| 7,868 | Learning Over Dirty Data Without Cleaning | 2020 | SIGMOD | 4.6276013e-05 |
| 9,885 | Scalable and Usable Relational Learning With Automatic Language Bias | 2021 | SIGMOD | 4.2580321e-05 |
| 11,484 | Structural Generalizability: The Case of Similarity Search | 2021 | SIGMOD | 4.1905499e-05 |
| 11,750 | Learning Efficiently Over Heterogeneous Databases | 2018 | VLDB | 4.1905499e-05 |
| 11,885 | Schema Independent and Scalable Relational Learning By Castor | 2016 | VLDB | 4.1905499e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 8 of 8 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 139 | The MADlib Analytics Library or MAD Skills, the SQL | 2012 | VLDB | 0.00042320525 |
| 303 | Relative Information Capacity of Simple Relational Database Schemata | 1984 | PODS | 0.00028289399 |
| 543 | MLbase: A Distributed Machine-learning System | 2013 | CIDR | 0.0002050918 |
| 1,172 | Learning Generalized Linear Models Over Normalized Data | 2015 | SIGMOD | 0.00013504249 |
| 1,493 | Inverting Schema Mappings | 2006 | PODS | 0.00011682325 |
| 2,751 | Learning and Verifying Quantified Boolean Queries by Example | 2013 | PODS | 8.1725194e-05 |
| 2,919 | Brainwash: A Data System for Feature Engineering | 2013 | CIDR | 7.9017482e-05 |
| 3,349 | QuickFOIL: Scalable Inductive Logic Programming | 2015 | VLDB | 7.1889581e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 12,960 | Decomposition of Relational Schemata into Components Defined by Both Projection and Restriction | 1988 | PODS | 4.1905499e-05 |
| 25 | Dependency Inference (Extended Abstract) | 1987 | VLDB | 0.00083070519 |
| 9,775 | Structure-Aware Machine Learning over Multi-Relational Databases | 2021 | SIGMOD | 4.2815042e-05 |
| 12,997 | Independent Database Schemes Under Functional And Inclusion Dependencies | 1987 | VLDB | 4.1905499e-05 |
| 6,345 | A Relational Framework for Classifier Engineering | 2017 | PODS | 5.0970607e-05 |
| 3,826 | Automatic Discovery of Attributes in Relational Databases | 2011 | SIGMOD | 6.7204879e-05 |
| 13,072 | A Systematic Approach to Relational Database Theory | 1982 | SIGMOD | 4.1905499e-05 |
| 3,052 | Comprehensive Approach to the Design of Relational Database Schemes | 1984 | VLDB | 7.6485833e-05 |
| 11,750 | Learning Efficiently Over Heterogeneous Databases | 2018 | VLDB | 4.1905499e-05 |
| 11,885 | Schema Independent and Scalable Relational Learning By Castor | 2016 | VLDB | 4.1905499e-05 |