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BLINKS: Ranked Keyword Searches on Graphs

Summary: BLINKS: bi-level indexing for top-k keyword searches on graphs. Block-partitioned graphs with block-level summaries enable pruning and fast intra-block search; provable performance bounds and orders-of-magnitude speedups over prior approaches. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
hfdf3e93f7efb7a45
Venue
SIGMOD
Year
2007
Pagerank
0.00022599109
Overall Rank
270 | 98.19%
DOI
10.1145/1247480.1247516

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{he_sigmod07,
        title = {{BLINKS: Ranked Keyword Searches on Graphs}},
        author = {He, Hao and Wang, Haixun and Yang, Jun and Yu, Philip S.},
        series = {{SIGMOD} '07},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/1247480.1247516},
        url = {https://dl.acm.org/doi/10.1145/1247480.1247516},
        year = {2007}
}

Incoming Citations (Sorted by Pagerank)

Showing 49 of 49 citing papers.

Rank Citing Paper Year Venue Pagerank
197 Fast Exact Shortest-Path Distance Queries on Large Networks by Pruned Landmark Labeling 2013 SIGMOD 0.00025584127
355 On Graph Query Optimization in Large Networks 2010 VLDB 0.00020124083
382 TEDI: Efficient Shortest Path Query Answering on Graphs 2010 SIGMOD 0.00019485934
714 Effective Community Search for Large Attributed Graphs 2016 VLDB 0.00014569079
1,133 Comparing Stars: On Approximating Graph Edit Distance 2009 VLDB 0.00011898162
1,221 SODA: Generating SQL for Business Users 2012 VLDB 0.00011473702
1,272 Discovering Queries based on Example Tuples 2014 SIGMOD 0.00011248674
1,345 Reverse Engineering Complex Join Queries 2013 SIGMOD 0.00010953079
1,501 Keyword Search in Databases: The Power of RDBMS 2009 SIGMOD 0.00010461358
1,906 EASE: An Effective 3-in-1 Keyword Search Method for Unstructured, Semi-structured and Structured Data 2008 SIGMOD 9.3981082e-05
2,235 NeMa: Fast Graph Search with Label Similarity 2013 VLDB 8.7779518e-05
2,679 FastQRE: Fast Query Reverse Engineering 2018 SIGMOD 8.1453935e-05
2,731 Keyword Search in Graphs: Finding r-cliques 2011 VLDB 8.0838142e-05
2,851 Incremental Graph Computations: Doable and Undoable 2017 SIGMOD 7.9419904e-05
2,888 DB&IR: Both Sides Now (Extended Abstract) 2007 SIGMOD 7.9072366e-05
3,066 Scalable Big Graph Processing in MapReduce 2014 SIGMOD 7.6877117e-05
3,312 Keyword Search on Structured and Semi-Structured Data 2009 SIGMOD 7.4385614e-05
3,509 Keyword Search on External Memory Data Graphs 2008 VLDB 7.2474338e-05
3,625 Summary Graphs for Relational Database Schemas 2011 VLDB 7.1526073e-05
4,140 Efficient Type-Ahead Search on Relational Data: a TASTIER Approach 2009 SIGMOD 6.7854783e-05
4,291 Efficient Algorithms for Exact Ranked Twig-Pattern Matching over Graphs 2008 SIGMOD 6.6827339e-05
4,567 Structured Annotations of Web Queries 2010 SIGMOD 6.530229e-05
4,806 Finding Patterns in a Knowledge Base using Keywords to Compose Table Answers 2014 VLDB 6.4082256e-05
4,842 REX: Explaining Relationships between Entity Pairs 2012 VLDB 6.3841337e-05
5,029 Actively Soliciting Feedback for Query Answers in Keyword Search-Based Data Integration 2013 VLDB 6.3071209e-05
5,155 An In-Depth Benchmarking of Text-to-SQL Systems 2021 SIGMOD 6.250495e-05
5,345 Query Biased Snippet Generation in XML Search 2008 SIGMOD 6.1697246e-05
5,531 Efficient and Progressive Group Steiner Tree Search 2016 SIGMOD 6.0935114e-05
5,703 Hub Labeling for Shortest Path Counting 2020 SIGMOD 6.0303375e-05
5,924 Summarizing Answer Graphs Induced by Keyword Queries 2013 VLDB 5.9458126e-05
6,568 Supporting Keyword Search in Product Database: A Probabilistic Approach 2013 VLDB 5.7466734e-05
6,908 DISKs: A System for Distributed Spatial Group Keyword Search on Road Networks 2012 VLDB 5.6494418e-05
6,980 DBease: Making Databases User-friendly and Easily Accessible 2011 CIDR 5.6288191e-05
7,065 Automatically Incorporating New Sources in Keyword Search-Based Data Integration 2010 SIGMOD 5.6092852e-05
7,075 Exact Top-k Nearest Keyword Search in Large Networks 2015 SIGMOD 5.6064033e-05
7,323 Nearest Keyword Search in XML Documents 2011 SIGMOD 5.5524474e-05
7,824 Sharing Work in Keyword Search over Databases 2011 SIGMOD 5.445981e-05
8,180 Full-Power Graph Querying: State of the Art and Challenges 2023 VLDB 5.3820899e-05
8,662 Top-K Nearest Keyword Search on Large Graphs 2013 VLDB 5.2928638e-05
9,098 Toward Scalable Keyword Search over Relational Data 2010 VLDB 5.2283159e-05
9,323 Semantic SPARQL Similarity Search Over RDF Knowledge Graphs 2016 VLDB 5.1942311e-05
9,974 A Graph Method for Keyword-based Selection of the top-K Databases 2008 SIGMOD 5.1033245e-05
9,975 An Effective and Versatile Keyword Search Engine on Heterogenous Data Sources 2008 VLDB 5.1033245e-05
10,247 Top-k Relevant Semantic Place Retrieval on Spatial RDF Data 2016 SIGMOD 5.0525742e-05
10,812 A Practical Sublinear Approximation for Group Steiner Tree 2026 VLDB 4.9793485e-05
12,385 Looking at Everything in Context 2015 CIDR 4.9793485e-05
12,578 Probabilistic Query Rewriting for Efficient and Effective Keyword Search on Graph Data 2013 VLDB 4.9793485e-05
12,752 Ten Thousand SQLs: Parallel Keyword Queries Computing 2010 VLDB 4.9793485e-05
12,768 Searching Workflows with Hierarchical Views 2010 VLDB 4.9793485e-05
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