NeuroRule: A Connectionist Approach to Data Mining
Summary: Introduces neural-network classification for data mining with explicit rule extraction, addressing connectionism’s interpretability gap. Extracted rules are comparable to or more concise than decision-tree rules, supported by experiments against prior methods. (summarized by gpt-5.6-luna on Jul 24 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Hongjun Lu (National University of Singapore)
- 2. Rudy Setiono (National University of Singapore)
- 3. Huan Liu (National University of Singapore)
BibTeX Citation
@article{lu_vldb95,
title = {{NeuroRule: A Connectionist Approach to Data Mining}},
author = {Lu, Hongjun and Setiono, Rudy and Liu, Huan},
journal = {PVLDB},
series = {{VLDB} '95},
pages = {478},
year = {1995}
}
Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 462 | Sampling Large Databases for Association Rules | 1996 | VLDB | 0.00018065337 |
| 12,885 | Decision Tables: Scalable Classification Exploring RDBMS Capabilities | 2000 | VLDB | 5.093636e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 2 of 2 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 349 | Knowledge Discovery in Databases: An Attribute-Oriented Approach | 1992 | VLDB | 0.00020432737 |
| 440 | An Interval Classifier for Database Mining Applications | 1992 | VLDB | 0.00018409145 |
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|---|---|---|---|---|
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| 5 | 1,535 | Exploratory Mining and Pruning Optimizations of Constrained Association Rules | 1998 | SIGMOD |
| 6 | 456 | Discovery of Multiple-Level Association Rules from Large Databases | 1995 | VLDB |
| 7 | 349 | Knowledge Discovery in Databases: An Attribute-Oriented Approach | 1992 | VLDB |
| 8 | 14,219 | Data Mining Techniques | 1996 | SIGMOD |
| 9 | 4,565 | Data Mining Using Two-Dimensional Optimized Association Rules: Scheme, Algorithms, and Visualization | 1996 | SIGMOD |
| 10 | 4,154 | A New SQL-like Operator for Mining Association Rules | 1996 | VLDB |