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k-Nearest Neighbors in Uncertain Graphs

Summary: Framework for k-NN queries in probabilistic graphs using novel distance functions extending shortest-paths. Sampling-based computation with pruning to locate neighbors; outperforms prior measures on real biological data and scales to tens of millions of edges. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
10144
Venue
VLDB
Year
2010
Pagerank
0.0001358105
Overall Rank
1,162 | 91.92%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 26 of 26 citing papers.

Rank Citing Paper Year Venue Pagerank
1,450 Distance-Constraint Reachability Computation in Uncertain Graphs 2011 VLDB 0.00011925844
2,684 Truss Decomposition of Probabilistic Graphs: Semantics and Algorithms 2016 SIGMOD 8.3136866e-05
3,101 Injecting Uncertainty in Graphs for Identity Obfuscation 2012 VLDB 7.5598015e-05
3,636 Efficient and Effective Algorithms for Clustering Uncertain Graphs 2019 VLDB 6.8976555e-05
3,873 Efficient Subgraph Similarity Search on Large Probabilistic Graph Databases 2012 VLDB 6.6779082e-05
4,171 Butterfly Counting on Uncertain Bipartite Graphs 2022 VLDB 6.3879236e-05
4,179 The Pursuit of a Good Possible World: Extracting Representative Instances of Uncertain Graphs 2014 SIGMOD 6.3800553e-05
4,958 Efficient Subgraph Search over Large Uncertain Graphs 2011 VLDB 5.8031038e-05
5,359 Discovering Your Selling Points: Personalized Social Influential Tags Exploration 2017 SIGMOD 5.5485493e-05
5,908 Fast Maximal Clique Enumeration on Uncertain Graphs: A Pivot-based Approach 2022 SIGMOD 5.2773278e-05
6,079 Querying Uncertain Data with Aggregate Constraints 2011 SIGMOD 5.2223439e-05
6,171 Shortest Paths and Centrality in Uncertain Networks 2021 VLDB 5.170101e-05
6,172 An In-Depth Comparison of s-t Reliability Algorithms over Uncertain Graphs 2019 VLDB 5.170101e-05
6,393 On Uncertain Graphs Modeling and Queries 2015 VLDB 5.0837624e-05
6,545 Clustering Uncertain Graphs 2018 VLDB 5.0193115e-05
7,542 Spheres of Influence for More Effective Viral Marketing 2016 SIGMOD 4.7156855e-05
8,628 Finding Seeds and Relevant Tags Jointly: For Targeted Influence Maximization in Social Networks 2018 SIGMOD 4.4817474e-05
8,765 Efficient Query Answering in Probabilistic RDF Graphs 2011 SIGMOD 4.456315e-05
8,907 Shortest Paths Discovery in Uncertain Networks via Transfer Learning 2023 SIGMOD 4.427232e-05
9,135 Sage: A System for Uncertain Network Analysis 2022 VLDB 4.3888791e-05
9,580 ChiSeL: Graph Similarity Search using Chi-Squared Statistics in Large Probabilistic Graphs 2020 VLDB 4.3234342e-05
9,793 uBlade: Efficient Batch Processing for Uncertain Graph Queries 2024 SIGMOD 4.2818172e-05
11,259 Scaling Up Structural Clustering to Large Probabilistic Graphs Using Lyapunov Central Limit Theorem 2023 VLDB 4.1945683e-05
11,655 Top-k Queries over Digital Traces 2019 SIGMOD 4.1945683e-05
11,769 Efficient Ad-Hoc Graph Inference and Matching in Biological Databases 2017 SIGMOD 4.1945683e-05
11,904 Indexing Metric Uncertain Data for Range Queries 2015 SIGMOD 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 12 of 12 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
74 Efficient Query Evaluation on Probabilistic Databases 2004 VLDB 0.00057857292
299 Trio: A System for Data, Uncertainty, and Lineage 2006 VLDB 0.00028525071
321 MCDB: A Monte Carlo Approach to Managing Uncertain Data 2008 SIGMOD 0.00027527389
980 BayesStore: Managing Large, Uncertain Data Repositories with Probabilistic Graphical Models 2008 VLDB 0.00014879747
1,609 A Unified Approach to Ranking in Probabilistic Databases 2009 VLDB 0.00011150935
1,707 Ranking Queries on Uncertain Data: A Probabilistic Threshold Approach 2008 SIGMOD 0.00010816111
1,860 Approximation Algorithms for Clustering Uncertain Data 2008 PODS 0.0001028857
2,331 Orion 2.0: Native Support for Uncertain Data 2008 SIGMOD 9.018559e-05
3,185 Top-k Queries on Uncertain Data: On Score Distribution and Typical Answers 2009 SIGMOD 7.4192604e-05
4,080 Sliding-Window Top-k Queries on Uncertain Streams 2008 VLDB 6.4652983e-05
4,442 Approximating Predicates and Expressive Queries on Probabilistic Databases 2008 PODS 6.186154e-05
7,325 Periscope/GQ: A Graph Querying Toolkit 2008 VLDB 4.7616954e-05
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
1,920 Fast and Unified Local Search for Random Walk Based K-Nearest-Neighbor Query in Large Graphs 2014 SIGMOD 0.00010090791
4,179 The Pursuit of a Good Possible World: Extracting Representative Instances of Uncertain Graphs 2014 SIGMOD 6.3800553e-05
5,758 Top-k Nearest Neighbor Search In Uncertain Data Series 2015 VLDB 5.339397e-05
6,171 Shortest Paths and Centrality in Uncertain Networks 2021 VLDB 5.170101e-05
6,393 On Uncertain Graphs Modeling and Queries 2015 VLDB 5.0837624e-05
7,084 Nearest Neighbor Searching Under Uncertainty II 2013 PODS 4.839879e-05
4,724 Nearest-Neighbor Searching Under Uncertainty 2012 PODS 5.9697823e-05
6,946 Efficient Probabilistic Reverse Nearest Neighbor Query Processing on Uncertain Data 2011 VLDB 4.8909775e-05
6,545 Clustering Uncertain Graphs 2018 VLDB 5.0193115e-05
1,542 Efficient Search for the Top-k Probable Nearest Neighbors in Uncertain Databases 2008 VLDB 0.00011456321