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NeMa: Fast Graph Search with Label Similarity

Summary: NeMa: neighborhood-based subgraph search for labeled, heterogeneous networks. It defines a unified node-level cost combining structure and label similarity to yield top-k matches; NP-hard, solved with a heuristic inference-model and optimizations, outperforming keyword search and baselines. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
hfbeab6609d1fe7a3
Venue
VLDB
Year
2013
Pagerank
8.7779518e-05
Overall Rank
2,235 | 84.98%
DOI
10.14778/2535568.2535571

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{khan_vldb13,
        title = {{NeMa: Fast Graph Search with Label Similarity}},
        author = {Khan, Arijit and Wu, Yinghui and Aggarwal, Charu C. and Yan, Xifeng},
        journal = {PVLDB},
        series = {{VLDB} '13},
        volume = {6},
        number = {3},
        pages = {181--192},
        doi = {10.14778/2535568.2535571},
        url = {https://doi.org/10.14778/2535568.2535571},
        year = {2013}
}

Incoming Citations (Sorted by Pagerank)

Showing 17 of 17 citing papers.

Rank Citing Paper Year Venue Pagerank
947 Parallelizing Sequential Graph Computations 2017 SIGMOD 0.00012914714
1,572 Scalable Subgraph Enumeration in MapReduce 2015 VLDB 0.00010197978
1,954 Exemplar Queries: Give me an Example of What You Need 2014 VLDB 9.31794e-05
3,569 A Partition-Based Approach to Structure Similarity Search 2014 VLDB 7.1987748e-05
4,466 Schemaless and Structureless Graph Querying 2014 VLDB 6.5872459e-05
4,583 Event Pattern Matching over Graph Streams 2015 VLDB 6.5187824e-05
5,477 Diversified Top-k Subgraph Querying in a Large Graph 2016 SIGMOD 6.1155396e-05
7,985 Graph Querying Meets HCI: State of the Art and Future Directions 2017 SIGMOD 5.4126006e-05
8,342 Mining Top-k Pairs of Correlated Subgraphs in a Large Network 2020 VLDB 5.3516819e-05
9,323 Semantic SPARQL Similarity Search Over RDF Knowledge Graphs 2016 VLDB 5.1942311e-05
9,568 S^3AND: Efficient Subgraph Similarity Search Under Aggregated Neighbor Difference Semantics 2025 VLDB 5.1571823e-05
9,840 ChiSeL: Graph Similarity Search using Chi-Squared Statistics in Large Probabilistic Graphs 2020 VLDB 5.1230858e-05
9,860 GARUDA: A System for Large-Scale Mining of Statistically Significant Connected Subgraphs 2016 VLDB 5.1178924e-05
10,232 Graph Exploration: From Users to Large Graphs 2017 SIGMOD 5.0568888e-05
10,782 Testing Graph Databases via Transformations Between Fixed-Length and Variable-Length Queries 2026 VLDB 4.9793485e-05
12,065 Simulation-based Approximate Graph Pattern Matching 2020 SIGMOD 4.9793485e-05
12,316 NED: An Inter-Graph Node Metric Based On Edit Distance 2017 VLDB 4.9793485e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 15 of 15 cited papers.

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

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