Big Graph Analytics Systems
Summary: Comprehensive survey of Big Graph systems, spanning vertex-centric and alternative execution paradigms, with design ideas and comparative tradeoffs. Categorized by programming model, computation model, and execution setting, it covers communication, out-of-core, fault tolerance, dynamic graphs, and future research directions. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Da Yan
- 2. Yingyi Bu
- 3. Yuanyuan Tian
- 4. Amol Deshpande
- 5. James Cheng
Incoming Citations (Sorted by Pagerank)
Showing 9 of 9 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,534 | Data Management in Machine Learning: Challenges, Techniques, and Systems | 2017 | SIGMOD | 0.00011462072 |
| 4,574 | Beyond Macrobenchmarks: Microbenchmark-based Graph Database Evaluation | 2019 | VLDB | 6.0663571e-05 |
| 5,014 | TurboGraph++: A Scalable and Fast Graph Analytics System | 2018 | SIGMOD | 5.7519428e-05 |
| 5,625 | High Performance Distributed OLAP on Property Graphs with Grasper | 2020 | SIGMOD | 5.4048567e-05 |
| 5,968 | A Comprehensive Survey and Experimental Study of Subgraph Matching: Trends, Unbiasedness, and Interaction | 2024 | SIGMOD | 5.2469955e-05 |
| 7,609 | Systems for Scalable Graph Analytics and Machine Learning: Trends and Methods | 2025 | VLDB | 4.6921981e-05 |
| 7,777 | Graph Querying Meets HCI: State of the Art and Future Directions | 2017 | SIGMOD | 4.6493104e-05 |
| 9,862 | Large Scale Graph Mining with G-Miner | 2019 | SIGMOD | 4.2641627e-05 |
| 11,467 | Vertex-Centric Visual Programming for Graph Neural Networks | 2021 | SIGMOD | 4.1905499e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 4 of 4 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 570 | From "Think Like a Vertex" to "Think Like a Graph" | 2014 | VLDB | 0.00019895021 |
| 1,170 | Blogel: A Block-Centric Framework for Distributed Computation on Real-World Graphs | 2014 | VLDB | 0.00013526297 |
| 1,684 | Fast Iterative Graph Computation with Block Updates | 2013 | VLDB | 0.00010912102 |
| 8,627 | NScale: Neighborhood-centric Analytics on Large Graphs | 2014 | VLDB | 4.4770285e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,684 | Fast Iterative Graph Computation with Block Updates | 2013 | VLDB | 0.00010912102 |
| 2,332 | Optimizing Graph Algorithms on Pregel-like Systems | 2014 | VLDB | 9.0173968e-05 |
| 7,867 | Graph Data Management Systems for New Application Domains | 2011 | VLDB | 4.6282128e-05 |
| 4,845 | Graph Analytics Through Fine-Grained Parallelism | 2016 | SIGMOD | 5.8731048e-05 |
| 5,014 | TurboGraph++: A Scalable and Fast Graph Analytics System | 2018 | SIGMOD | 5.7519428e-05 |
| 4,906 | Graph Synopses, Sketches, and Streams: A Survey | 2012 | VLDB | 5.8369374e-05 |
| 7,609 | Systems for Scalable Graph Analytics and Machine Learning: Trends and Methods | 2025 | VLDB | 4.6921981e-05 |
| 1,876 | Large-Scale Distributed Graph Computing Systems: An Experimental Evaluation | 2015 | VLDB | 0.00010242818 |
| 5,517 | Managing and Mining Large Graphs: Systems and Implementations | 2012 | SIGMOD | 5.4685314e-05 |
| 4,834 | Systems for Big-Graphs | 2014 | VLDB | 5.8867916e-05 |