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Scalable Column Concept Determination for Web Tables Using Large Knowledge Bases

Summary: Scalable MapReduce-based column concept determination for web tables via fuzzy matching to a large knowledge base. Proposes knowledge concept aggregation and knowledge entity partition; NP-hardness of optimal strategies; hierarchy-aware heuristics; shows strong annotation quality and scalability. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
hee2d28fad4320278
Venue
VLDB
Year
2013
Pagerank
5.4717883e-05
Overall Rank
7,709 | 48.17%
DOI
10.14778/2536258.2536271

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{deng_vldb13,
        title = {{Scalable Column Concept Determination for Web Tables Using Large Knowledge Bases}},
        author = {Deng, Dong and Jiang, Yu and Li, Guoliang and Li, Jian and Yu, Cong},
        journal = {PVLDB},
        series = {{VLDB} '13},
        volume = {6},
        number = {13},
        pages = {1606--1617},
        doi = {10.14778/2536258.2536271},
        url = {https://doi.org/10.14778/2536258.2536271},
        year = {2013}
}

Incoming Citations (Sorted by Pagerank)

Showing 5 of 5 citing papers.

Rank Citing Paper Year Venue Pagerank
1,099 KATARA: A Data Cleaning System Powered by Knowledge Bases and Crowdsourcing 2015 SIGMOD 0.00012037058
3,288 Ten Years of WebTables 2018 VLDB 7.4530805e-05
6,397 Human-in-the-loop Data Integration 2017 VLDB 5.7989499e-05
9,126 Balance-Aware Distributed String Similarity-Based Query Processing System 2019 VLDB 5.22387e-05
12,421 ConfSeer: Leveraging Customer Support Knowledge Bases for Automated Misconfiguration Detection 2015 VLDB 4.9793485e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 19 of 19 cited papers.

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

Rank Cited Paper Year Venue Pagerank
65 Freebase: A Collaboratively Created Graph Database For Structuring Human Knowledge 2008 SIGMOD 0.00038222149
89 WebTables: Exploring the Power of Tables on the Web 2008 VLDB 0.00035129658
108 Approximate String Joins in a Database (Almost) for Free 2001 VLDB 0.0003305531
161 Robust and Efficient Fuzzy Match for Online Data Cleaning 2003 SIGMOD 0.00027718195
168 Efficient Exact Set-Similarity Joins 2006 VLDB 0.00027163517
201 Efficient set joins on similarity predicates 2004 SIGMOD 0.00025331535
316 Annotating and Searching Web Tables Using Entities, Types and Relationships 2010 VLDB 0.00021221602
360 Efficient Parallel Set-Similarity Joins Using MapReduce 2010 SIGMOD 0.00020009936
367 InfoGather: Entity Augmentation and Attribute Discovery By Holistic Matching with Web Tables 2012 SIGMOD 0.00019884846
757 Recovering Semantics of Tables on the Web 2011 VLDB 0.00014205602
929 Ed-Join: An Efficient Algorithm for Similarity Joins With Edit Distance Constraints 2008 VLDB 0.00013020115
934 Probase: A Probabilistic Taxonomy for Text Understanding 2012 SIGMOD 0.0001300429
963 Can We Beat the Prefix Filtering? An Adaptive Framework for Similarity Join and Search 2012 SIGMOD 0.00012816649
1,053 Answering Table Queries on the Web using Column Keywords 2012 VLDB 0.00012274222
1,337 Harvesting Relational Tables from Lists on the Web 2009 VLDB 0.00010987014
1,421 V-SMART-Join: A Scalable MapReduce Framework for All-Pair Similarity Joins of Multisets and Vectors 2012 VLDB 0.00010726757
1,697 Answering Table Augmentation Queries from Unstructured Lists on the Web [Extended Abstract] 2009 VLDB 9.8545388e-05
1,933 Pass-Join: A Partition-based Method for Similarity Joins 2012 VLDB 9.3459285e-05
3,816 Trie-Join: Efficient Trie-based String Similarity Joins with Edit-Distance Constraints 2010 VLDB 7.0072547e-05
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# Overall Rank Paper Year Venue
1 3,245 InfoGather+: Semantic Matching and Annotation of Numeric and Time-Varying Attributes in Web Tables 2013 SIGMOD
2 2,351 Schema Extraction for Tabular Data on the Web 2013 VLDB
3 89 WebTables: Exploring the Power of Tables on the Web 2008 VLDB
4 1,697 Answering Table Augmentation Queries from Unstructured Lists on the Web [Extended Abstract] 2009 VLDB
5 5,820 Towards the Web of Concepts: Extracting Concepts from Large Datasets 2010 VLDB
6 367 InfoGather: Entity Augmentation and Attribute Discovery By Holistic Matching with Web Tables 2012 SIGMOD
7 316 Annotating and Searching Web Tables Using Entities, Types and Relationships 2010 VLDB
8 4,806 Finding Patterns in a Knowledge Base using Keywords to Compose Table Answers 2014 VLDB
9 757 Recovering Semantics of Tables on the Web 2011 VLDB
10 1,053 Answering Table Queries on the Web using Column Keywords 2012 VLDB