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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
4078
Venue
SIGMOD
Year
2008
Pagerank
0.00017692185
Overall Rank
486 | 96.67%
DOI
10.1145/1376616.1376675

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{tian_sigmod08,
        title = {{Efficient Aggregation for Graph Summarization}},
        author = {Tian, Yuanyuan and Hankins, Richard A. and Patel, Jignesh M.},
        series = {{SIGMOD} '08},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/1376616.1376675},
        url = {https://dl.acm.org/doi/10.1145/1376616.1376675},
        year = {2008}
}

Incoming Citations (Sorted by Pagerank)

Showing 30 of 30 citing papers.

Rank Citing Paper Year Venue Pagerank
269 3-HOP: A High-Compression Indexing Scheme for Reachability Query 2009 SIGMOD 0.00022786599
364 Graph Clustering Based on Structural/Attribute Similarities 2009 VLDB 0.00020054172
487 From "Think Like a Vertex" to "Think Like a Graph" 2014 VLDB 0.00017645653
1,069 Truss-based Community Search: a Truss-equivalence Based Indexing Approach 2017 VLDB 0.00012323497
1,300 An Experimental Comparison of Pregel-like Graph Processing Systems 2014 VLDB 0.00011258552
1,487 Exploiting Vertex Relationships in Speeding up Subgraph Isomorphism over Large Graphs 2015 VLDB 0.00010615297
3,160 Graph Cube: On Warehousing and OLAP Multidimensional Networks 2011 SIGMOD 7.6823631e-05
3,962 Real-Time Multi-Criteria Social Graph Partitioning: A Game Theoretic Approach 2015 SIGMOD 6.9865803e-05
4,474 Querying Big Graphs within Bounded Resources 2014 SIGMOD 6.6803983e-05
4,581 Mining Graph Patterns Efficiently via Randomized Summaries 2009 VLDB 6.6198548e-05
4,953 Efficient Graph Summarization using Weighted LSH at Billion-Scale 2021 SIGMOD 6.4303691e-05
5,415 Making Graphs Compact by Lossless Contraction 2021 SIGMOD 6.2255551e-05
5,751 Summarizing Static and Dynamic Big Graphs 2017 VLDB 6.0994565e-05
5,849 Summarizing Answer Graphs Induced by Keyword Queries 2013 VLDB 6.0666529e-05
6,054 Causal Data Integration 2023 VLDB 5.9932261e-05
6,201 Generating Preview Tables for Entity Graphs 2016 SIGMOD 5.9455064e-05
6,266 Utility-Driven Graph Summarization 2019 VLDB 5.9355329e-05
6,876 A Hierarchical Contraction Scheme for Querying Big Graphs 2022 SIGMOD 5.7483615e-05
7,823 Periscope/GQ: A Graph Querying Toolkit 2008 VLDB 5.5370475e-05
7,848 Data-driven Visual Graph Query Interface Construction and Maintenance: Challenges and Opportunities 2016 VLDB 5.5327238e-05
8,117 Realtime Analysis of Information Diffusion in Social Media 2013 VLDB 5.4837975e-05
9,055 Causal DAG Summarization 2025 VLDB 5.3251649e-05
10,376 GraphTwin: Cache-Centric Bit-Level Graph Representation for Fast and Exact Graph Queries 2026 SIGMOD 5.093636e-05
10,708 CausaLens: A System for Summarizing Causal DAGs 2025 SIGMOD 5.093636e-05
10,798 Wait and See: A Delayed Transactions Partitioning Approach in Deterministic Database Systems for Better Performance 2025 SIGMOD 5.093636e-05
11,178 Graph Summarization: Compactness Meets Efficiency 2024 SIGMOD 5.093636e-05
11,241 Poligras: Policy-based Graph Summarization 2024 VLDB 5.093636e-05
12,052 Graph Summarization for Geo-correlated Trends Detection in Social Networks 2016 SIGMOD 5.093636e-05
12,145 Structured Analytics in Social Media 2015 VLDB 5.093636e-05
12,345 Mining Knowledge from Interconnected Data: A Heterogeneous Information Network Analysis Approach 2012 VLDB 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 1 of 1 cited papers.

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

Rank Cited Paper Year Venue Pagerank
2,709 GraphMiner: A Structural Pattern-Mining System for Large Disk-based Graph Databases and Its Applications 2005 SIGMOD 8.2208442e-05
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