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Efficient Aggregation for Graph Summarization

Summary: Proposes OLAP-style graph summarization via SNAP and k-SNAP for multi-resolution drill-down/roll-up, grouping nodes by attributes and relations. SNAP has an efficient evaluator; k-SNAP is NP-complete with two heuristics to approximate it; experiments show effectiveness and scalability. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
4016
Venue
SIGMOD
Year
2008
Pagerank
0.00023260172
Overall Rank
435 | 96.98%
DOI
-

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Incoming Citations (Sorted by Pagerank)

Showing 30 of 30 citing papers.

Rank Citing Paper Year Venue Pagerank
279 3-HOP: A High-Compression Indexing Scheme for Reachability Query 2009 SIGMOD 0.00029113513
313 Graph Clustering Based on Structural/Attribute Similarities 2009 VLDB 0.00028097557
574 From "Think Like a Vertex" to "Think Like a Graph" 2014 VLDB 0.00019883211
1,408 An Experimental Comparison of Pregel-like Graph Processing Systems 2014 VLDB 0.00012133511
1,530 Truss-based Community Search: a Truss-equivalence Based Indexing Approach 2017 VLDB 0.00011495611
2,007 Exploiting Vertex Relationships in Speeding up Subgraph Isomorphism over Large Graphs 2015 VLDB 9.8081235e-05
2,048 Graph Cube: On Warehousing and OLAP Multidimensional Networks 2011 SIGMOD 9.6914395e-05
3,642 Real-Time Multi-Criteria Social Graph Partitioning: A Game Theoretic Approach 2015 SIGMOD 6.8876257e-05
4,211 Querying Big Graphs within Bounded Resources 2014 SIGMOD 6.3563454e-05
4,716 Mining Graph Patterns Efficiently via Randomized Summaries 2009 VLDB 5.9755569e-05
4,761 Efficient Graph Summarization using Weighted LSH at Billion-Scale 2021 SIGMOD 5.9404527e-05
4,836 Making Graphs Compact by Lossless Contraction 2021 SIGMOD 5.8896897e-05
5,961 Generating Preview Tables for Entity Graphs 2016 SIGMOD 5.2549663e-05
5,968 Summarizing Static and Dynamic Big Graphs 2017 VLDB 5.2503253e-05
6,210 Summarizing Answer Graphs Induced by Keyword Queries 2013 VLDB 5.1560547e-05
6,329 Utility-Driven Graph Summarization 2019 VLDB 5.1077685e-05
6,449 Causal Data Integration 2023 VLDB 5.0587746e-05
6,730 A Hierarchical Contraction Scheme for Querying Big Graphs 2022 SIGMOD 4.9479867e-05
7,279 Data-driven Visual Graph Query Interface Construction and Maintenance: Challenges and Opportunities 2016 VLDB 4.779057e-05
7,325 Periscope/GQ: A Graph Querying Toolkit 2008 VLDB 4.7616954e-05
7,801 Realtime Analysis of Information Diffusion in Social Media 2013 VLDB 4.6469803e-05
10,085 GraphTwin: Cache-Centric Bit-Level Graph Representation for Fast and Exact Graph Queries 2026 SIGMOD 4.1945683e-05
10,427 CausaLens: A System for Summarizing Causal DAGs 2025 SIGMOD 4.1945683e-05
10,526 Wait and See: A Delayed Transactions Partitioning Approach in Deterministic Database Systems for Better Performance 2025 SIGMOD 4.1945683e-05
10,581 Causal DAG Summarization 2025 VLDB 4.1945683e-05
10,964 Graph Summarization: Compactness Meets Efficiency 2024 SIGMOD 4.1945683e-05
11,031 Poligras: Policy-based Graph Summarization 2024 VLDB 4.1945683e-05
11,851 Graph Summarization for Geo-correlated Trends Detection in Social Networks 2016 SIGMOD 4.1945683e-05
11,947 Structured Analytics in Social Media 2015 VLDB 4.1945683e-05
12,149 Mining Knowledge from Interconnected Data: A Heterogeneous Information Network Analysis Approach 2012 VLDB 4.1945683e-05
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