Speedup Graph Processing by Graph Ordering

Summary: Graph ordering to speed up graph processing by minimizing cache misses, without altering algorithms. NP-hard; bounded-approximation algorithm and a faster variant with a data structure; experiments vs METIS on 8 graphs and 9 algorithms show cache-miss reductions. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: h1f38151ed3fea01c
Venue: SIGMOD
Year: 2016
Pagerank: 0.00010630613
Overall Rank: 1,440 | 90.35%
DOI: 10.1145/2882903.2915220

Incoming Non-self Citations Over Time

Authors

1. Hao Wei (Chinese University of Hong Kong)
2. Jeffrey Xu Yu (Chinese University of Hong Kong)
3. Can Lu (Chinese University of Hong Kong)
4. Xuemin Lin (University of New South Wales)

BibTeX Citation

@inproceedings{wei_sigmod16,
        title = {{Speedup Graph Processing by Graph Ordering}},
        author = {Wei, Hao and Yu, Jeffrey Xu and Lu, Can and Lin, Xuemin},
        series = {{SIGMOD} '16},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2882903.2915220},
        url = {https://dl.acm.org/doi/10.1145/2882903.2915220},
        year = {2016}
}

Incoming Citations (Sorted by Pagerank)

Showing 25 of 25 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
1,227	Vertex Priority Based Butterfly Counting for Large-scale Bipartite Networks	2019	VLDB	0.00011426039
1,610	Starling: An I/O-Efficient Disk-Resident Graph Index Framework for High-Dimensional Vector Similarity Search on Data Segment	2024	SIGMOD	0.00010066881
1,860	Speeding Up Set Intersections in Graph Algorithms using SIMD Instructions	2018	SIGMOD	9.4720431e-05
2,074	Traversing Large Graphs on GPUs with Unified Memory	2020	VLDB	9.06339e-05
3,855	Terrace: A Hierarchical Graph Container for Skewed Dynamic Graphs	2021	SIGMOD	6.9567679e-05
3,885	Distributed Subgraph Matching on Timely Dataflow	2019	VLDB	6.9282318e-05
4,226	GPU-based Graph Traversal on Compressed Graphs	2019	SIGMOD	6.709364e-05
5,193	CGgraph: An Ultra-fast Graph Processing System on Modern Commodity CPU-GPU Co-processor	2024	VLDB	6.2203717e-05
5,676	Subgraph Matching over Graph Federation	2022	VLDB	6.0246247e-05
5,735	Cache-Efficient Fork-Processing Patterns on Large Graphs	2021	SIGMOD	5.9957538e-05
6,264	Self-adaptive Graph Traversal on GPUs	2021	SIGMOD	5.8137624e-05
6,493	DiskGNN: Bridging I/O Efficiency and Model Accuracy for Out-of-Core GNN Training	2025	SIGMOD	5.7500576e-05
7,036	Can Graph Reordering Speed Up Graph Neural Network Training? An Experimental Study	2025	VLDB	5.5993909e-05
7,610	Scalable Graph Indexing using GPUs for Approximate Nearest Neighbor Search	2026	SIGMOD	5.4683985e-05
7,752	RECEIPT: REfine CoarsE-grained IndePendent Tasks for Parallel Tip decomposition of Bipartite Graphs	2021	VLDB	5.4440674e-05
9,200	Planting Trees for scalable and efficient Canonical Hub Labeling	2020	VLDB	5.1951474e-05
9,491	Sage: A System for Uncertain Network Analysis	2022	VLDB	5.1549931e-05
9,947	DiskJoin: Large-scale Vector Similarity Join with SSD	2026	SIGMOD	5.0910746e-05
9,996	Towards Sufficient GPU-accelerated Dynamic Graph Management: Survey and Experiment	2025	VLDB	5.0845476e-05
10,501	Bw-Graph: An Efficient Graph Storage System Harmonizing Topology-Aware Tree with Paged CSR	2026	SIGMOD	4.9605343e-05
10,528	FaaSBoard: Efficient Graph Processing with a Disaggregated Architecture on Serverless Services	2026	SIGMOD	4.9605343e-05
10,647	GraphTwin: Cache-Centric Bit-Level Graph Representation for Fast and Exact Graph Queries	2026	SIGMOD	4.9605343e-05
10,889	ThunderGNN: Unlocking Tensor Cores for Graph Neural Networks	2026	VLDB	4.9605343e-05
11,247	Clementi: Efficient Load Balancing and Communication Overlap for Multi-FPGA Graph Processing	2025	SIGMOD	4.9605343e-05
11,355	Locality-Aware Cache Replacement Policy for Graph Traversals	2025	VLDB	4.9605343e-05

Outgoing Citations (Sorted by Pagerank)

Showing 10 of 10 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
68	Making B+-Trees Cache Conscious in Main Memory	2000	SIGMOD	0.00037861537
111	DBMSs On A Modern Processor: Where Does Time Go?	1999	VLDB	0.00032621499
209	Cache Conscious Indexing for Decision-Support in Main Memory	1999	VLDB	0.00024915373
486	From "Think Like a Vertex" to "Think Like a Graph"	2014	VLDB	0.00017462718
548	Improving Index Performance through Prefetching	2001	SIGMOD	0.00016534019
931	Blogel: A Block-Centric Framework for Distributed Computation on Real-World Graphs	2014	VLDB	0.00012993132
1,446	The More the Merrier: Efficient Multi-Source Graph Traversal	2015	VLDB	0.00010606126
1,960	Fast Iterative Graph Computation with Block Updates	2013	VLDB	9.2883583e-05
4,042	Cache-conscious Frequent Pattern Mining on a Modern Processor	2005	VLDB	6.8217193e-05
4,567	Efficiently Computing k-Edge Connected Components via Graph Decomposition	2013	SIGMOD	6.5173666e-05

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