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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
11003
Venue
VLDB
Year
2015
Pagerank
5.2912806e-05
Overall Rank
5,871 | 59.20%
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
1,522 Efficient Subgraph Matching: Harmonizing Dynamic Programming, Adaptive Matching Order, and Failing Set Together 2019 SIGMOD 0.0001152219
2,882 TurboFlux: A Fast Continuous Subgraph Matching System for Streaming Graph Data 2018 SIGMOD 7.9666138e-05
3,119 Versatile Equivalences: Speeding up Subgraph Query Processing and Subgraph Matching 2021 SIGMOD 7.5393376e-05
4,326 GuP: Fast Subgraph Matching by Guard-based Pruning 2023 SIGMOD 6.2772512e-05
5,903 Diversified Top-k Subgraph Querying in a Large Graph 2016 SIGMOD 5.2757528e-05
5,968 A Comprehensive Survey and Experimental Study of Subgraph Matching: Trends, Unbiasedness, and Interaction 2024 SIGMOD 5.2469955e-05
6,288 Cardinality Estimation of Subgraph Matching: A Filtering-Sampling Approach 2024 VLDB 5.1226099e-05
6,705 Combining Sampling and Synopses with Worst-Case Optimal Runtime and Quality Guarantees for Graph Pattern Cardinality Estimation 2021 SIGMOD 4.9507418e-05
7,091 BICE: Exploring Compact Search Space by Using Bipartite Matching and Cell-Wide Verification 2023 VLDB 4.8304411e-05
8,488 A Framework for Privacy Preserving Localized Graph Pattern Query Processing 2023 SIGMOD 4.4951247e-05
9,375 In-depth Analysis of Continuous Subgraph Matching in a Common Delta Query Compilation Framework 2024 SIGMOD 4.3452177e-05
10,096 NeuSO: Neural Optimizer for Subgraph Queries 2026 SIGMOD 4.1905499e-05
10,199 R2O: A Dual-Layer Framework for Joint Rewriting and Ordering in Distributed Property Graph Query Optimization 2026 SIGMOD 4.1905499e-05
10,264 CEMR: An Effective Subgraph Matching Algorithm with Redundant Extension Elimination 2026 VLDB 4.1905499e-05
10,715 Accelerating Subgraph Matching through Fine-grained and Powerful Equivalences 2025 VLDB 4.1905499e-05
11,746 Stylus: A Strongly-Typed Store for Serving Massive RDF Data 2018 VLDB 4.1905499e-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
202 Graph Indexing: A Frequent Structure-based Approach 2004 SIGMOD 0.00034881375
351 FG-Index: Towards Verification-Free Query Processing on Graph Databases 2007 SIGMOD 0.00026351742
417 Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age 2014 SIGMOD 0.00023734582
460 Graphs-at-a-time: Query Language and Access Methods for Graph Databases 2008 SIGMOD 0.00022679846
502 On Graph Query Optimization in Large Networks 2010 VLDB 0.00021528261
558 Trinity: A Distributed Graph Engine on a Memory Cloud 2013 SIGMOD 0.00020158056
587 Scalable SPARQL Querying of Large RDF Graphs 2011 VLDB 0.00019623493
616 Taming Verification Hardness: An Efficient Algorithm for Testing Subgraph Isomorphism 2008 VLDB 0.00019068362
625 Hexastore: Sextuple Indexing for Semantic Web Data Management 2008 VLDB 0.00018963452
749 TurboISO: Towards UltraFast and Robust Subgraph Isomorphism Search in Large Graph Databases 2013 SIGMOD 0.00017193776
1,540 NUMA-aware algorithms: the case of data shuffling 2013 CIDR 0.00011451745
1,630 An In-depth Comparison of Subgraph Isomorphism Algorithms in Graph Databases 2013 VLDB 0.00011073047
1,676 A Distributed Graph Engine for Web Scale RDF Data 2013 VLDB 0.000109374
2,199 gStore: Answering SPARQL Queries via Subgraph Matching 2011 VLDB 9.3082437e-05
2,561 TripleBit: a Fast and Compact System for Large Scale RDF Data 2013 VLDB 8.5415562e-05
2,920 x-RDF-3X: Fast Querying, High Update Rates, and Consistency for RDF Databases 2010 VLDB 7.8999781e-05
2,943 Graph Homomorphism Revisited for Graph Matching 2010 VLDB 7.8463193e-05
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