Decision Tables: Scalable Classification Exploring RDBMS Capabilities
Summary: Decision Tables builds a scalable classifier as decision tables, leveraging RDBMS primitives. Core work uses grouping and counting in native SQL, enabling fast training, easy implementation, and potential RDBMS gains; experiments show strong performance. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
No non-self incoming citations found for this paper in this database.
Authors
- 1. Hongjun Lu
- 2. Hongyan Liu
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 |
|---|---|---|---|---|
| 13 | Mining Association Rules between Sets of Items in Large Databases | 1993 | SIGMOD | 0.0010863639 |
| 232 | An Interval Classifier for Database Mining Applications | 1992 | VLDB | 0.00032060702 |
| 247 | On the Computation of Multidimensional Aggregates | 1996 | VLDB | 0.00030923842 |
| 368 | An Array-Based Algorithm for Simultaneous Multidimensional Aggregates | 1997 | SIGMOD | 0.00025508459 |
| 1,108 | SPRINT: A Scalable Parallel Classifier for Data Mining | 1996 | VLDB | 0.00013931855 |
| 5,551 | NeuroRule: A Connectionist Approach to Data Mining | 1995 | VLDB | 5.441679e-05 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,458 | RainForest - A Framework for Fast Decision Tree Construction of Large Datasets | 1998 | VLDB | 0.00011888676 |
| 13,438 | Data Mining Algorithms as a Service in the Cloud: Exploiting Relational Database Systems | 2013 | SIGMOD | - |
| 1,506 | Summarizing Relational Databases | 2009 | VLDB | 0.0001159691 |
| 6,774 | A Unified Transferable Model for ML-Enhanced DBMS | 2022 | CIDR | 4.9253635e-05 |
| 8,961 | T3: Accurate and Fast Performance Prediction for Relational Database Systems With Compiled Decision Trees | 2025 | SIGMOD | 4.4171776e-05 |
| 5,787 | Machine Learning for Databases | 2021 | VLDB | 5.3256401e-05 |
| 11,253 | Fast Search-By-Classification for Large-Scale Databases Using Index-Aware Decision Trees and Random Forests | 2023 | VLDB | 4.1905499e-05 |
| 4,406 | Declarative Recursive Computation on an RDBMS | 2019 | VLDB | 6.2044305e-05 |
| 6,345 | A Relational Framework for Classifier Engineering | 2017 | PODS | 5.0970607e-05 |
| 5,884 | Incrementally Maintaining Classification using an RDBMS | 2011 | VLDB | 5.2864334e-05 |