Learning Statistical Models from Relational Data
Summary: Survey of Statistical Relational Learning (SRL) for databases; covers SRL concepts, relational feature construction, collective classification, and three SRL systems. Highlights DB applications (entity resolution, selectivity, information integration) and links SRL to probabilistic databases for query-time inference. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Lise Getoor (University of Maryland)
- 2. Lilyana Mihalkova (University of Maryland)
BibTeX Citation
@inproceedings{getoor_sigmod11,
title = {{Learning Statistical Models from Relational Data}},
author = {Getoor, Lise and Mihalkova, Lilyana},
series = {{SIGMOD} '11},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/1989323.1989451},
url = {https://dl.acm.org/doi/10.1145/1989323.1989451},
year = {2011}
}
Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 323 | DeepDB: Learn from Data, not from Queries! | 2020 | VLDB | 0.00021264788 |
Previous
Page 1 / 1
Next
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 |
|---|---|---|---|---|
| 2,460 | Exploiting Shared Correlations in Probabilistic Databases | 2008 | VLDB | 8.5505905e-05 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 2,927 | In-Database Learning with Sparse Tensors | 2018 | PODS |
| 2 | 2,374 | Causal Relational Learning | 2020 | SIGMOD |
| 3 | 8,676 | Machine Learning for Data Management: Problems and Solutions | 2018 | SIGMOD |
| 4 | 4,859 | Machine Learning for Big Data | 2013 | SIGMOD |
| 5 | 1,250 | Data Management in Machine Learning: Challenges, Techniques, and Systems | 2017 | SIGMOD |
| 6 | 5,804 | A Relational Framework for Classifier Engineering | 2017 | PODS |
| 7 | 5,893 | A Query Language Perspective on Graph Learning | 2023 | PODS |
| 8 | 9,962 | Structure-Aware Machine Learning over Multi-Relational Databases | 2021 | SIGMOD |
| 9 | 10,042 | Scalable and Usable Relational Learning With Automatic Language Bias | 2021 | SIGMOD |
| 10 | 13,530 | Statistical Relational Learning: Unifying AI & DB Perspectives on Structured Probabilistic Models | 2017 | PODS |