Efficient Ad-Hoc Graph Inference and Matching in Biological Databases
Summary: Formalizes ad-hoc online inference and subgraph matching of gene regulatory networks from feature databases without full materialization, via probabilistic graphs. Introduces a probabilistic edge-score and, with reduction, pruning, embedding, and index-guided query processing, to efficiently answer IM-GRN queries. (summarized by gpt-5-nano on Feb 09 2026)
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Authors
- 1. Xiang Lian (Kent State University)
- 2. Dongchul Kim (University of Texas)
BibTeX Citation
@inproceedings{lian_sigmod17,
title = {{Efficient Ad-Hoc Graph Inference and Matching in Biological Databases}},
author = {Lian, Xiang and Kim, Dongchul},
series = {{SIGMOD} '17},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/3035918.3035929},
url = {https://dl.acm.org/doi/10.1145/3035918.3035929},
year = {2017}
}
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Outgoing Citations (Sorted by Pagerank)
Showing 7 of 7 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4 | The R*-tree: An Efficient and Robust Access Method for Points and Rectangles | 1990 | SIGMOD | 0.001157935 |
| 85 | The X-tree: An Index Structure for High-Dimensional Data | 1996 | VLDB | 0.00035405879 |
| 238 | MCDB: A Monte Carlo Approach to Managing Uncertain Data | 2008 | SIGMOD | 0.0002369322 |
| 277 | The SR-tree: An Index Structure for High-Dimensional Nearest Neighbor Queries | 1997 | SIGMOD | 0.00022537944 |
| 296 | A Data-Based Approach to Social Influence Maximization | 2012 | VLDB | 0.00022220351 |
| 1,049 | k-Nearest Neighbors in Uncertain Graphs | 2010 | VLDB | 0.00012415522 |
| 8,935 | Efficient Query Answering in Probabilistic RDF Graphs | 2011 | SIGMOD | 5.3483178e-05 |
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