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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
5.4692136e-05
Overall Rank
7,716 | 48.14%
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
1,098 KATARA: A Data Cleaning System Powered by Knowledge Bases and Crowdsourcing 2015 SIGMOD 0.00012031983
3,289 Ten Years of WebTables 2018 VLDB 7.4500131e-05
6,400 Human-in-the-loop Data Integration 2017 VLDB 5.7962311e-05
9,136 Balance-Aware Distributed String Similarity-Based Query Processing System 2019 VLDB 5.2213971e-05
12,427 ConfSeer: Leveraging Customer Support Knowledge Bases for Automated Misconfiguration Detection 2015 VLDB 4.9769913e-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 0.00038204552
89 WebTables: Exploring the Power of Tables on the Web 2008 VLDB 0.00035115118
108 Approximate String Joins in a Database (Almost) for Free 2001 VLDB 0.00033040246
161 Robust and Efficient Fuzzy Match for Online Data Cleaning 2003 SIGMOD 0.00027705594
168 Efficient Exact Set-Similarity Joins 2006 VLDB 0.00027151132
201 Efficient set joins on similarity predicates 2004 SIGMOD 0.00025319937
316 Annotating and Searching Web Tables Using Entities, Types and Relationships 2010 VLDB 0.00021212425
360 Efficient Parallel Set-Similarity Joins Using MapReduce 2010 SIGMOD 0.00020001237
367 InfoGather: Entity Augmentation and Attribute Discovery By Holistic Matching with Web Tables 2012 SIGMOD 0.00019876273
757 Recovering Semantics of Tables on the Web 2011 VLDB 0.00014199305
929 Ed-Join: An Efficient Algorithm for Similarity Joins With Edit Distance Constraints 2008 VLDB 0.00013014029
935 Probase: A Probabilistic Taxonomy for Text Understanding 2012 SIGMOD 0.00012998175
965 Can We Beat the Prefix Filtering? An Adaptive Framework for Similarity Join and Search 2012 SIGMOD 0.00012810695
1,053 Answering Table Queries on the Web using Column Keywords 2012 VLDB 0.00012268624
1,337 Harvesting Relational Tables from Lists on the Web 2009 VLDB 0.00010982201
1,421 V-SMART-Join: A Scalable MapReduce Framework for All-Pair Similarity Joins of Multisets and Vectors 2012 VLDB 0.00010722146
1,696 Answering Table Augmentation Queries from Unstructured Lists on the Web [Extended Abstract] 2009 VLDB 9.8500557e-05
1,934 Pass-Join: A Partition-based Method for Similarity Joins 2012 VLDB 9.341845e-05
3,817 Trie-Join: Efficient Trie-based String Similarity Joins with Edit-Distance Constraints 2010 VLDB 7.0039415e-05
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# Overall Rank Paper Year Venue
1 3,247 InfoGather+: Semantic Matching and Annotation of Numeric and Time-Varying Attributes in Web Tables 2013 SIGMOD
2 2,352 Schema Extraction for Tabular Data on the Web 2013 VLDB
3 89 WebTables: Exploring the Power of Tables on the Web 2008 VLDB
4 1,696 Answering Table Augmentation Queries from Unstructured Lists on the Web [Extended Abstract] 2009 VLDB
5 5,822 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 4,809 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