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Distance-Constraint Reachability Computation in Uncertain Graphs

Summary: Distance-Constraint Reachability (DCR) in uncertain graphs: probability dist(s,t) ≤ d; #P-Complete, motivating approximation. Two estimators - Horvitz-Thomson unequal sampling and a recursive sampling method blending deterministic recursion with sampling - achieve lower variance and higher efficiency, validated on real and synthetic data. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
10283
Venue
VLDB
Year
2011
Pagerank
0.00011925844
Overall Rank
1,450 | 89.92%
DOI
-

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Incoming Citations (Sorted by Pagerank)

Showing 22 of 22 citing papers.

Rank Citing Paper Year Venue Pagerank
2,684 Truss Decomposition of Probabilistic Graphs: Semantics and Algorithms 2016 SIGMOD 8.3136866e-05
2,756 K-Reach: Who is in Your Small World 2012 VLDB 8.1682536e-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
3,671 Simple, Fast, and Scalable Reachability Oracle 2013 VLDB 6.8560247e-05
3,873 Efficient Subgraph Similarity Search on Large Probabilistic Graph Databases 2012 VLDB 6.6779082e-05
4,179 The Pursuit of a Good Possible World: Extracting Representative Instances of Uncertain Graphs 2014 SIGMOD 6.3800553e-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
8,907 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
11,046 Efficient Stochastic Routing in Path-Centric Uncertain Road Networks 2024 VLDB 4.1945683e-05
11,259 Scaling Up Structural Clustering to Large Probabilistic Graphs Using Lyapunov Central Limit Theorem 2023 VLDB 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 3 of 3 cited papers.

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

Rank Cited Paper Year Venue Pagerank
279 3-HOP: A High-Compression Indexing Scheme for Reachability Query 2009 SIGMOD 0.00029113513
733 GRAIL: Scalable Reachability Index for Large Graphs 2010 VLDB 0.00017460741
1,162 k-Nearest Neighbors in Uncertain Graphs 2010 VLDB 0.0001358105
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