One-pass Data Mining Algorithms in a DBMS with UDFs
Summary: One-pass data mining inside a DBMS using SQL + UDFs; shows SQL-based mining can beat external tools. UDF-driven algorithms process data in a single pass with linear scalability, delivering significantly faster analysis of large datasets. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
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Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,532 | Data Management in Machine Learning: Challenges, Techniques, and Systems | 2017 | SIGMOD | 0.00011472681 |
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Outgoing Citations (Sorted by Pagerank)
Showing 1 of 1 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 8,466 | Building Statistical Models and Scoring with UDFs | 2007 | SIGMOD | 4.5050696e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 8,466 | Building Statistical Models and Scoring with UDFs | 2007 | SIGMOD | 4.5050696e-05 |
| 547 | An Efficient Algorithm for Mining Association Rules in Large Databases | 1995 | VLDB | 0.00020420717 |
| 13,806 | Query Processing Concepts and Techniques to Support Business Intelligence Applications | 2002 | VLDB | - |
| 5,079 | Combi-Operator – Database Support for Data Mining Applications | 2003 | VLDB | 5.7140516e-05 |
| 9,763 | The UDFBench Benchmark for General-purpose UDF Queries | 2025 | VLDB | 4.2856106e-05 |
| 12,316 | Fast and Dynamic OLAP Exploration Using UDFs | 2009 | SIGMOD | 4.1945683e-05 |
| 13,425 | Data Mining Algorithms as a Service in the Cloud: Exploiting Relational Database Systems | 2013 | SIGMOD | - |
| 8,583 | Efficient Execution of User-Defined Functions in SQL Queries | 2023 | VLDB | 4.4919445e-05 |
| 4,924 | User-Defined Operators: Efficiently Integrating Custom Algorithms into Modern Databases | 2022 | VLDB | 5.822682e-05 |
| 13,513 | Database Systems Research on Data Mining | 2010 | SIGMOD | - |