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Scalable SPARQL Querying of Large RDF Graphs

Summary: A distributed RDF system combining state-of-the-art single-node stores with locality-aware partitioning. Decomposes SPARQL into partition-aligned fragments, achieving up to three orders of magnitude better performance than prior multi-node RDF systems. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
ha5a643cf797f0696
Venue
VLDB
Year
2011
Pagerank
0.00017053842
Overall Rank
512 | 96.57%
DOI
10.14778/3402707.3402747

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{huang_vldb11,
        title = {{Scalable SPARQL Querying of Large RDF Graphs}},
        author = {Huang, Jiewen and Abadi, Daniel J. and Ren, Kun},
        journal = {PVLDB},
        series = {{VLDB} '11},
        volume = {4},
        number = {11},
        pages = {1123--1134},
        doi = {10.14778/3402707.3402747},
        url = {https://doi.org/10.14778/3402707.3402747},
        year = {2011}
}

Incoming Citations (Sorted by Pagerank)

Showing 36 of 36 citing papers.

Rank Citing Paper Year Venue Pagerank
394 One Trillion Edges: Graph Processing at Facebook-Scale 2015 VLDB 0.00019182322
497 From "Think Like a Vertex" to "Think Like a Graph" 2014 VLDB 0.00017315387
1,410 A Distributed Graph Engine for Web Scale RDF Data 2013 VLDB 0.00010737126
1,601 SQLGraph: An Efficient Relational-Based Property Graph Store 2015 SIGMOD 0.00010107506
1,843 Towards Effective Partition Management for Large Graphs 2012 SIGMOD 9.5247198e-05
2,001 Building an Efficient RDF Store Over a Relational Database 2013 SIGMOD 9.2079737e-05
2,098 TripleBit: a Fast and Compact System for Large Scale RDF Data 2013 VLDB 9.0487308e-05
2,343 TriAD: A Distributed Shared-Nothing RDF Engine based on Asynchronous Message Passing 2014 SIGMOD 8.6030486e-05
2,379 LEOPARD: Lightweight Edge-Oriented Partitioning and Replication for Dynamic Graphs 2016 VLDB 8.5470334e-05
2,519 Fractal: A General-Purpose Graph Pattern Mining System 2019 SIGMOD 8.3494241e-05
3,027 Functional Dependencies for Graphs 2016 SIGMOD 7.7351194e-05
3,155 Managing Large Dynamic Graphs Efficiently 2012 SIGMOD 7.5834851e-05
3,165 GuP: Fast Subgraph Matching by Guard-based Pruning 2023 SIGMOD 7.5735255e-05
4,811 Nanosecond Indexing of Graph Data With Hash Maps and VLists 2019 SIGMOD 6.4042873e-05
4,819 Taming Subgraph Isomorphism for RDF Query Processing 2015 VLDB 6.3954734e-05
5,114 Workload Matters: Why RDF Databases Need a New Design 2014 VLDB 6.2660903e-05
5,847 Graph-Aware, Workload-Adaptive SPARQL Query Caching 2015 SIGMOD 5.9701747e-05
6,152 DREAM: Distributed RDF Engine with Adaptive Query Planner and Minimal Communication 2015 VLDB 5.8673753e-05
6,229 Scaling Queries over Big RDF Graphs with Semantic Hash Partitioning 2013 VLDB 5.8427395e-05
6,337 Cloud-based RDF Data Management 2014 SIGMOD 5.8080313e-05
7,523 A Survey and Experimental Comparison of Distributed SPARQL Engines for Very Large RDF Data 2017 VLDB 5.5015103e-05
7,614 H2 RDF+: An Efficient Data Management System for Big RDF Graphs 2014 SIGMOD 5.4823666e-05
7,935 S2RDF: RDF Querying with SPARQL on Spark 2016 VLDB 5.421986e-05
8,299 Capturing Associations in Graphs 2020 VLDB 5.3587491e-05
8,704 View Selection over Knowledge Graphs in Triple Stores 2021 VLDB 5.2880532e-05
8,800 NScale: Neighborhood-centric Analytics on Large Graphs 2014 VLDB 5.2736498e-05
8,986 Adding Counting Quantifiers to Graph Patterns 2016 SIGMOD 5.2427213e-05
10,264 Accelerating Subgraph Matching through Fine-grained and Powerful Equivalences 2025 VLDB 5.0480912e-05
10,432 Beyond Maximum Common Subgraph: A Framework Maximizing Shared Computation for Multi-Query Subgraph Matching 2026 SIGMOD 4.9769913e-05
12,158 An Efficient Index for RDF Query Containment 2019 SIGMOD 4.9769913e-05
12,191 Integration of Large-Scale Data Processing Systems and Traditional Parallel Database Technology 2019 VLDB 4.9769913e-05
12,216 Catching Numeric Inconsistencies in Graphs 2018 SIGMOD 4.9769913e-05
12,262 Lusail: A System for Querying Linked Data at Scale 2018 VLDB 4.9769913e-05
12,418 Left Bit Right: For SPARQL Join Queries with OPTIONAL Patterns (Left-outer-joins) 2015 SIGMOD 4.9769913e-05
12,429 Evaluating SPARQL Queries on Massive RDF Datasets 2015 VLDB 4.9769913e-05
12,522 D-Hive: Data Bees Pollinating RDF, Text, and Time 2013 CIDR 4.9769913e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 8 of 8 cited papers.

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

Rank Cited Paper Year Venue Pagerank
3 Pregel: A System for Large-Scale Graph Processing 2010 SIGMOD 0.0012087459
120 HadoopDB: An Architectural Hybrid of MapReduce and DBMS Technologies for Analytical Workloads 2009 VLDB 0.00031099083
193 Algorithmics and Applications of Tree and Graph Searching 2002 PODS 0.00025647819
376 Scalable Semantic Web Data Management Using Vertical Partitioning 2007 VLDB 0.0001961765
557 Hexastore: Sextuple Indexing for Semantic Web Data Management 2008 VLDB 0.00016489266
784 Distance-Join: Pattern Match Query In a Large Graph Database 2009 VLDB 0.00014015324
882 An Efficient SQL-based RDF Querying Scheme 2005 VLDB 0.00013271863
1,598 Column-Store Support for RDF Data Management: not all swans are white 2008 VLDB 0.00010116183
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Semantically Similar Papers

# Overall Rank Paper Year Venue
1 7,614 H2 RDF+: An Efficient Data Management System for Big RDF Graphs 2014 SIGMOD
2 882 An Efficient SQL-based RDF Querying Scheme 2005 VLDB
3 7,935 S2RDF: RDF Querying with SPARQL on Spark 2016 VLDB
4 2,029 Scalable Join Processing on Very Large RDF Graphs 2009 SIGMOD
5 1,410 A Distributed Graph Engine for Web Scale RDF Data 2013 VLDB
6 5,847 Graph-Aware, Workload-Adaptive SPARQL Query Caching 2015 SIGMOD
7 12,429 Evaluating SPARQL Queries on Massive RDF Datasets 2015 VLDB
8 376 Scalable Semantic Web Data Management Using Vertical Partitioning 2007 VLDB
9 7,523 A Survey and Experimental Comparison of Distributed SPARQL Engines for Very Large RDF Data 2017 VLDB
10 6,229 Scaling Queries over Big RDF Graphs with Semantic Hash Partitioning 2013 VLDB