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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
0.00022588961
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 0.00025572265
355 On Graph Query Optimization in Large Networks 2010 VLDB 0.00020116134
382 TEDI: Efficient Shortest Path Query Answering on Graphs 2010 SIGMOD 0.00019477423
714 Effective Community Search for Large Attributed Graphs 2016 VLDB 0.00014562182
1,133 Comparing Stars: On Approximating Graph Edit Distance 2009 VLDB 0.00011892544
1,221 SODA: Generating SQL for Business Users 2012 VLDB 0.00011469979
1,273 Discovering Queries based on Example Tuples 2014 SIGMOD 0.00011243661
1,345 Reverse Engineering Complex Join Queries 2013 SIGMOD 0.00010948072
1,501 Keyword Search in Databases: The Power of RDBMS 2009 SIGMOD 0.00010456517
1,907 EASE: An Effective 3-in-1 Keyword Search Method for Unstructured, Semi-structured and Structured Data 2008 SIGMOD 9.3936687e-05
2,238 NeMa: Fast Graph Search with Label Similarity 2013 VLDB 8.7738068e-05
2,679 FastQRE: Fast Query Reverse Engineering 2018 SIGMOD 8.1415698e-05
2,731 Keyword Search in Graphs: Finding r-cliques 2011 VLDB 8.0802025e-05
2,851 Incremental Graph Computations: Doable and Undoable 2017 SIGMOD 7.9382307e-05
2,886 DB&IR: Both Sides Now (Extended Abstract) 2007 SIGMOD 7.9047629e-05
3,068 Scalable Big Graph Processing in MapReduce 2014 SIGMOD 7.6841028e-05
3,313 Keyword Search on Structured and Semi-Structured Data 2009 SIGMOD 7.4350441e-05
3,509 Keyword Search on External Memory Data Graphs 2008 VLDB 7.24401e-05
3,626 Summary Graphs for Relational Database Schemas 2011 VLDB 7.1495071e-05
4,141 Efficient Type-Ahead Search on Relational Data: a TASTIER Approach 2009 SIGMOD 6.7822757e-05
4,291 Efficient Algorithms for Exact Ranked Twig-Pattern Matching over Graphs 2008 SIGMOD 6.6795809e-05
4,569 Structured Annotations of Web Queries 2010 SIGMOD 6.527232e-05
4,809 Finding Patterns in a Knowledge Base using Keywords to Compose Table Answers 2014 VLDB 6.4051922e-05
4,844 REX: Explaining Relationships between Entity Pairs 2012 VLDB 6.3811116e-05
5,030 Actively Soliciting Feedback for Query Answers in Keyword Search-Based Data Integration 2013 VLDB 6.3047041e-05
5,156 An In-Depth Benchmarking of Text-to-SQL Systems 2021 SIGMOD 6.2475361e-05
5,351 Query Biased Snippet Generation in XML Search 2008 SIGMOD 6.166804e-05
5,534 Efficient and Progressive Group Steiner Tree Search 2016 SIGMOD 6.0906268e-05
5,705 Hub Labeling for Shortest Path Counting 2020 SIGMOD 6.0274828e-05
5,924 Summarizing Answer Graphs Induced by Keyword Queries 2013 VLDB 5.9429979e-05
6,570 Supporting Keyword Search in Product Database: A Probabilistic Approach 2013 VLDB 5.74396e-05
6,910 DISKs: A System for Distributed Spatial Group Keyword Search on Road Networks 2012 VLDB 5.6467674e-05
6,983 DBease: Making Databases User-friendly and Easily Accessible 2011 CIDR 5.6261545e-05
7,053 Exact Top-k Nearest Keyword Search in Large Networks 2015 SIGMOD 5.6103309e-05
7,067 Automatically Incorporating New Sources in Keyword Search-Based Data Integration 2010 SIGMOD 5.6066383e-05
7,326 Nearest Keyword Search in XML Documents 2011 SIGMOD 5.5500332e-05
7,828 Sharing Work in Keyword Search over Databases 2011 SIGMOD 5.4434032e-05
8,188 Full-Power Graph Querying: State of the Art and Challenges 2023 VLDB 5.3795421e-05
8,668 Top-K Nearest Keyword Search on Large Graphs 2013 VLDB 5.2905639e-05
9,108 Toward Scalable Keyword Search over Relational Data 2010 VLDB 5.2258409e-05
9,332 Semantic SPARQL Similarity Search Over RDF Knowledge Graphs 2016 VLDB 5.1917722e-05
9,980 A Graph Method for Keyword-based Selection of the top-K Databases 2008 SIGMOD 5.1009087e-05
9,981 An Effective and Versatile Keyword Search Engine on Heterogenous Data Sources 2008 VLDB 5.1009087e-05
10,253 Top-k Relevant Semantic Place Retrieval on Spatial RDF Data 2016 SIGMOD 5.0501823e-05
10,822 A Practical Sublinear Approximation for Group Steiner Tree 2026 VLDB 4.9769913e-05
12,391 Looking at Everything in Context 2015 CIDR 4.9769913e-05
12,584 Probabilistic Query Rewriting for Efficient and Effective Keyword Search on Graph Data 2013 VLDB 4.9769913e-05
12,758 Ten Thousand SQLs: Parallel Keyword Queries Computing 2010 VLDB 4.9769913e-05
12,774 Searching Workflows with Hierarchical Views 2010 VLDB 4.9769913e-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.

Rank Cited Paper Year Venue Pagerank
5 Optimal Aggregation Algorithms for Middleware [Extended Abstract] 2001 PODS 0.0010679903
38 DISCOVER: Keyword Search in Relational Databases 2002 VLDB 0.00047373961
81 XRANK: Ranked Keyword Search over XML Documents 2003 SIGMOD 0.00036330407
217 Efficient IR-Style Keyword Search over Relational Databases 2003 VLDB 0.00024454844
290 ObjectRank: Authority-Based Keyword Search in Databases 2004 VLDB 0.00021944946
293 Bidirectional Expansion For Keyword Search on Graph Databases 2005 VLDB 0.00021933539
303 Proximity Search in Databases 1998 VLDB 0.00021632881
411 XSEarch: A Semantic Search Engine for XML 2003 VLDB 0.00018769329
505 Schema-Free XQuery 2004 VLDB 0.00017153776
770 Effective Keyword Search in Relational Databases 2006 SIGMOD 0.00014099513
825 Efficient Keyword Search for Smallest LCAs in XML Databases 2005 SIGMOD 0.00013636905
1,446 Finding and Approximating Top-k Answers in Keyword Proximity Search 2006 PODS 0.00010625633
2,048 On the Integration of Structure Indexes and Inverted Lists 2004 SIGMOD 9.1227281e-05
2,639 Personal Information Management with Semex 2005 SIGMOD 8.1779534e-05
2,644 The SphereSearch Engine for Unified Ranked Retrieval of Heterogeneous XML and Web Documents 2005 VLDB 8.1738056e-05
Previous Page 1 / 1 Next

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