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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
10649
Venue
VLDB
Year
2013
Pagerank
4.7030914e-05
Overall Rank
7,588 | 47.22%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 5 of 5 citing papers.

Rank Citing Paper Year Venue Pagerank
1,546 KATARA: A Data Cleaning System Powered by Knowledge Bases and Crowdsourcing 2015 SIGMOD 0.00011446851
3,155 Ten Years of WebTables 2018 VLDB 7.4672742e-05
7,668 Human-in-the-loop Data Integration 2017 VLDB 4.6834075e-05
9,832 Balance-Aware Distributed String Similarity-Based Query Processing System 2019 VLDB 4.2751057e-05
11,930 ConfSeer: Leveraging Customer Support Knowledge Bases for Automated Misconfiguration Detection 2015 VLDB 4.1945683e-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
62 Freebase: A Collaboratively Created Graph Database For Structuring Human Knowledge 2008 SIGMOD 0.0006429466
107 WebTables: Exploring the Power of Tables on the Web 2008 VLDB 0.00048377684
125 Approximate String Joins in a Database (Almost) for Free 2001 VLDB 0.00044847972
155 Robust and Efficient Fuzzy Match for Online Data Cleaning 2003 SIGMOD 0.00040637896
250 Efficient set joins on similarity predicates 2004 SIGMOD 0.00030661988
266 Efficient Exact Set-Similarity Joins 2006 VLDB 0.00029718727
364 Annotating and Searching Web Tables Using Entities, Types and Relationships 2010 VLDB 0.00025637562
420 InfoGather: Entity Augmentation and Attribute Discovery By Holistic Matching with Web Tables 2012 SIGMOD 0.00023719065
447 Efficient Parallel Set-Similarity Joins Using MapReduce 2010 SIGMOD 0.00022900171
1,001 Recovering Semantics of Tables on the Web 2011 VLDB 0.00014706505
1,066 Probase: A Probabilistic Taxonomy for Text Understanding 2012 SIGMOD 0.0001433416
1,234 Ed-Join: An Efficient Algorithm for Similarity Joins With Edit Distance Constraints 2008 VLDB 0.00013122499
1,317 Harvesting Relational Tables from Lists on the Web 2009 VLDB 0.00012625853
1,367 Answering Table Queries on the Web using Column Keywords 2012 VLDB 0.00012349783
1,396 Can We Beat the Prefix Filtering? An Adaptive Framework for Similarity Join and Search 2012 SIGMOD 0.00012204748
1,585 Answering Table Augmentation Queries from Unstructured Lists on the Web 2009 VLDB 0.00011255098
1,715 V-SMART-Join: A Scalable MapReduce Framework for All-Pair Similarity Joins of Multisets and Vectors 2012 VLDB 0.00010803271
2,592 Pass-Join: A Partition-based Method for Similarity Joins 2012 VLDB 8.4795761e-05
4,216 Trie-Join: Efficient Trie-based String Similarity Joins with Edit-Distance Constraints 2010 VLDB 6.3521675e-05
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Overall Rank Paper Year Venue Pagerank
3,229 InfoGather+: Semantic Matching and Annotation of Numeric and Time-Varying Attributes in Web Tables 2013 SIGMOD 7.3393682e-05
2,633 Schema Extraction for Tabular Data on the Web 2013 VLDB 8.4063569e-05
107 WebTables: Exploring the Power of Tables on the Web 2008 VLDB 0.00048377684
1,585 Answering Table Augmentation Queries from Unstructured Lists on the Web 2009 VLDB 0.00011255098
5,520 Towards the Web of Concepts: Extracting Concepts from Large Datasets 2010 VLDB 5.4614656e-05
420 InfoGather: Entity Augmentation and Attribute Discovery By Holistic Matching with Web Tables 2012 SIGMOD 0.00023719065
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4,838 Finding Patterns in a Knowledge Base using Keywords to Compose Table Answers 2014 VLDB 5.8887949e-05
1,001 Recovering Semantics of Tables on the Web 2011 VLDB 0.00014706505
1,367 Answering Table Queries on the Web using Column Keywords 2012 VLDB 0.00012349783