Single Machine Graph Analytics on Massive Datasets Using Intel Optane DC Persistent Memory

Summary: Single-machine graph analytics on massive graphs with Intel Optane DC PMM; key runtime and algorithmic principles. Evaluates four shared-memory plus one out-of-core framework on real-world graphs; principled designs outperform peers and rival production-cluster setups. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 12044
Venue: VLDB
Year: 2020
Pagerank: 7.0080401e-05
Overall Rank: 3,525 | 75.48%
DOI: 10.14778/3389133.3389145

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 11 of 11 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
3,009	Pangolin: An Efficient and Flexible Graph Mining System on CPU and GPU	2020	VLDB	7.7214924e-05
4,074	Understanding the Idiosyncrasies of Real Persistent Memory	2021	VLDB	6.4717302e-05
5,941	Big Graphs: Challenges and Opportunities	2022	VLDB	5.2635446e-05
7,871	ConnectIt: A Framework for Static and Incremental Parallel Graph Connectivity Algorithms	2021	VLDB	4.6308128e-05
8,146	MiniGraph: Querying Big Graphs with a Single Machine	2023	VLDB	4.5755031e-05
9,102	Tair-PMem: A Fully Durable Non-Volatile Memory Database	2022	VLDB	4.3958463e-05
9,862	Sage: Parallel Semi-Asymmetric Graph Algorithms for NVRAMs	2020	VLDB	4.2683554e-05
10,044	ACGraph: An Efficient Asynchronous Out-of-Core Graph Processing Framework	2026	SIGMOD	4.1945683e-05
10,486	Rule-Based Graph Cleaning with GPUs on a Single Machine	2025	SIGMOD	4.1945683e-05
10,873	A Single Machine System for Querying Big Graphs with PRAM	2025	VLDB	4.1945683e-05
11,495	Approaching DRAM performance by using microsecond-latency flash memory for small-sized random read accesses: a new access method and its graph applications	2021	VLDB	4.1945683e-05

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
4	Pregel: A System for Large-Scale Graph Processing	2010	SIGMOD	0.0019005923
1,661	Managing Non-Volatile Memory in Database Systems	2018	SIGMOD	0.00010978755
1,842	Write-Behind Logging	2017	VLDB	0.00010345337
8,254	A Study of Partitioning Policies for Graph Analytics on Large-scale Distributed Platforms	2019	VLDB	4.5491792e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
1,685	Fast Iterative Graph Computation with Block Updates	2013	VLDB	0.0001091808
3,470	Evaluating Persistent Memory Range Indexes	2020	VLDB	7.0655357e-05
7,630	Evaluating Persistent Memory Range Indexes: Part Two	2022	VLDB	4.6923637e-05
8,482	Cost Modelling for Optimal Data Placement in Heterogeneous Main Memory	2022	VLDB	4.5010191e-05
9,862	Sage: Parallel Semi-Asymmetric Graph Algorithms for NVRAMs	2020	VLDB	4.2683554e-05
10,873	A Single Machine System for Querying Big Graphs with PRAM	2025	VLDB	4.1945683e-05
13,202	Micro-architectural Analysis of OLAP Systems on Persistent Memory	2022	CIDR	-
4,281	Maximizing Persistent Memory Bandwidth Utilization for OLAP Workloads	2021	SIGMOD	6.2940039e-05
4,074	Understanding the Idiosyncrasies of Real Persistent Memory	2021	VLDB	6.4717302e-05
9,101	PerMA-Bench: Benchmarking Persistent Memory Access	2022	VLDB	4.3958463e-05