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Taming Subgraph Isomorphism for RDF Query Processing

Summary: Turns RDF pattern matching into a homomorphism by dropping injectivity, unifying RDF querying with subgraph isomorphism. TurboHOM++ is an in-memory, RDF-tuned SGI engine with targeted transformations, delivering up to 100k× speedups over RDF engines. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
11002
Venue
VLDB
Year
2015
Pagerank
5.2916612e-05
Overall Rank
5,877 | 59.12%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 16 of 16 citing papers.

Rank Citing Paper Year Venue Pagerank
1,561 Efficient Subgraph Matching: Harmonizing Dynamic Programming, Adaptive Matching Order, and Failing Set Together 2019 SIGMOD 0.00011358946
2,912 TurboFlux: A Fast Continuous Subgraph Matching System for Streaming Graph Data 2018 SIGMOD 7.9130459e-05
3,187 Versatile Equivalences: Speeding up Subgraph Query Processing and Subgraph Matching 2021 SIGMOD 7.4136521e-05
4,470 GuP: Fast Subgraph Matching by Guard-based Pruning 2023 SIGMOD 6.1557462e-05
5,854 Diversified Top-k Subgraph Querying in a Large Graph 2016 SIGMOD 5.3006473e-05
6,281 A Comprehensive Survey and Experimental Study of Subgraph Matching: Trends, Unbiasedness, and Interaction 2024 SIGMOD 5.128862e-05
6,289 Cardinality Estimation of Subgraph Matching: A Filtering-Sampling Approach 2024 VLDB 5.1275309e-05
6,704 Combining Sampling and Synopses with Worst-Case Optimal Runtime and Quality Guarantees for Graph Pattern Cardinality Estimation 2021 SIGMOD 4.9554912e-05
7,100 BICE: Exploring Compact Search Space by Using Bipartite Matching and Cell-Wide Verification 2023 VLDB 4.8326259e-05
8,490 A Framework for Privacy Preserving Localized Graph Pattern Query Processing 2023 SIGMOD 4.499438e-05
9,366 In-depth Analysis of Continuous Subgraph Matching in a Common Delta Query Compilation Framework 2024 SIGMOD 4.3493859e-05
10,096 NeuSO: Neural Optimizer for Subgraph Queries 2026 SIGMOD 4.1945683e-05
10,199 R2O: A Dual-Layer Framework for Joint Rewriting and Ordering in Distributed Property Graph Query Optimization 2026 SIGMOD 4.1945683e-05
10,264 CEMR: An Effective Subgraph Matching Algorithm with Redundant Extension Elimination 2026 VLDB 4.1945683e-05
10,708 Accelerating Subgraph Matching through Fine-grained and Powerful Equivalences 2025 VLDB 4.1945683e-05
11,738 Stylus: A Strongly-Typed Store for Serving Massive RDF Data 2018 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 17 of 17 cited papers.

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

Rank Cited Paper Year Venue Pagerank
203 Graph Indexing: A Frequent Structure-based Approach 2004 SIGMOD 0.00034889335
350 FG-Index: Towards Verification-Free Query Processing on Graph Databases 2007 SIGMOD 0.00026365067
418 Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age 2014 SIGMOD 0.00023729211
461 Graphs-at-a-time: Query Language and Access Methods for Graph Databases 2008 SIGMOD 0.00022499343
506 On Graph Query Optimization in Large Networks 2010 VLDB 0.00021475362
558 Trinity: A Distributed Graph Engine on a Memory Cloud 2013 SIGMOD 0.00020168032
582 Scalable SPARQL Querying of Large RDF Graphs 2011 VLDB 0.00019723083
612 Taming Verification Hardness: An Efficient Algorithm for Testing Subgraph Isomorphism 2008 VLDB 0.0001920234
624 Hexastore: Sextuple Indexing for Semantic Web Data Management 2008 VLDB 0.00018988711
764 TurboISO: Towards UltraFast and Robust Subgraph Isomorphism Search in Large Graph Databases 2013 SIGMOD 0.00017018712
1,543 NUMA-aware algorithms: the case of data shuffling 2013 CIDR 0.0001145318
1,635 An In-depth Comparison of Subgraph Isomorphism Algorithms in Graph Databases 2013 VLDB 0.0001105793
1,675 A Distributed Graph Engine for Web Scale RDF Data 2013 VLDB 0.00010947606
2,196 gStore: Answering SPARQL Queries via Subgraph Matching 2011 VLDB 9.3089621e-05
2,554 TripleBit: a Fast and Compact System for Large Scale RDF Data 2013 VLDB 8.549897e-05
2,917 x-RDF-3X: Fast Querying, High Update Rates, and Consistency for RDF Databases 2010 VLDB 7.9063089e-05
2,938 Graph Homomorphism Revisited for Graph Matching 2010 VLDB 7.8524059e-05
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