Linearized and Single-Pass Belief Propagation
Summary: LinBP: linearized Belief Propagation with a closed-form solution via matrix equations and guaranteed convergence; supports multiclass, homophily/heterophily in SQL. SBP: myopic, edge-once propagation for fast incremental updates with near-BP accuracy. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Wolfgang Gatterbauer (Carnegie Mellon University)
- 2. Stephan Günnemann (Carnegie Mellon University)
- 3. Danai Koutra (Carnegie Mellon University)
- 4. Christos Faloutsos (Carnegie Mellon University)
BibTeX Citation
@article{gatterbauer_vldb15,
title = {{Linearized and Single-Pass Belief Propagation}},
author = {Gatterbauer, Wolfgang and Günnemann, Stephan and Koutra, Danai and Faloutsos, Christos},
journal = {PVLDB},
series = {{VLDB} '15},
volume = {8},
number = {5},
pages = {581--592},
doi = {10.14778/2735479.2735486},
url = {https://doi.org/10.14778/2735479.2735486},
year = {2015}
}Incoming Citations (Sorted by Pagerank)
Showing 4 of 4 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 5,089 | ZooBP: Belief Propagation for Heterogeneous Networks | 2017 | VLDB | 6.2787254e-05 |
| 5,342 | Approximate Lifted Inference with Probabilistic Databases | 2015 | VLDB | 6.171876e-05 |
| 12,066 | Factorized Graph Representations for Semi-Supervised Learning from Sparse Data | 2020 | SIGMOD | 4.9769913e-05 |
| 12,300 | Efficient Computation of Feedback Arc Set at Web-Scale | 2017 | VLDB | 4.9769913e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 10 of 10 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 33 | Consistent Query Answers in Inconsistent Databases | 1999 | PODS | 0.00049326063 |
| 595 | ConQuer: Efficient Management of Inconsistent Databases | 2005 | SIGMOD | 0.00015791577 |
| 900 | Mapping Data in Peer-to-Peer Systems: Semantics and Algorithmic Issues | 2003 | SIGMOD | 0.0001318159 |
| 1,762 | Reconciling while Tolerating Disagreement in Collaborative Data Sharing | 2006 | SIGMOD | 9.7052022e-05 |
| 2,006 | Orchestra: Facilitating Collaborative Data Sharing | 2007 | SIGMOD | 9.2046844e-05 |
| 2,087 | LINVIEW: Incremental View Maintenance for Complex Analytical Queries | 2014 | SIGMOD | 9.0661817e-05 |
| 2,135 | PARIS: Probabilistic Alignment of Relations, Instances, and Schema | 2012 | VLDB | 8.9876077e-05 |
| 5,259 | Cooperative Update Exchange in the Youtopia System | 2009 | VLDB | 6.2044097e-05 |
| 5,714 | Believe It or Not: Adding Belief Annotations to Databases | 2009 | VLDB | 6.0189313e-05 |
| 9,020 | Data Conflict Resolution Using Trust Mappings | 2010 | SIGMOD | 5.2357158e-05 |
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