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Actively Soliciting Feedback for Query Answers in Keyword Search-Based Data Integration

Summary: Active learning for keyword-search-based data integration without a global schema, selecting top-k results for user feedback to learn correct integration. It predicts score uncertainty and informativeness of feedback to guide which results to label, validated on diverse real-domain data. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
10688
Venue
VLDB
Year
2013
Pagerank
5.7433161e-05
Overall Rank
5,031 | 65.04%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 7 of 7 citing papers.

Rank Citing Paper Year Venue Pagerank
6,980 Dataset Relationship Management 2019 CIDR 4.8696895e-05
8,010 ALEX: Automatic Link Exploration in Linked Data 2015 SIGMOD 4.6036121e-05
8,692 Effective Entity Augmentation By Querying External Data Sources 2023 VLDB 4.4617233e-05
8,694 SeeSaw: Interactive Ad-hoc Search Over Image Databases 2023 SIGMOD 4.4615833e-05
9,283 Interactive and Deterministic Data Cleaning: A Tossed Stone Raises a Thousand Ripples 2016 SIGMOD 4.3598353e-05
9,695 The Data Interaction Game 2018 SIGMOD 4.298211e-05
11,900 Looking at Everything in Context 2015 CIDR 4.1905499e-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
8 Optimal Aggregation Algorithms for Middleware [Extended Abstract] 2001 PODS 0.0015436578
53 DISCOVER: Keyword Search in Relational Databases 2002 VLDB 0.00065993143
73 XRANK: Ranked Keyword Search over XML Documents 2003 SIGMOD 0.0005840064
207 Reconciling Schemas of Disparate Data Sources: A Machine-Learning Approach 2001 SIGMOD 0.00034571837
302 BLINKS: Ranked Keyword Searches on Graphs 2007 SIGMOD 0.00028343691
320 ObjectRank: Authority-Based Keyword Search in Databases 2004 VLDB 0.00027574254
337 Bidirectional Expansion For Keyword Search on Graph Databases 2005 VLDB 0.00027002505
507 On Active Learning of Record Matching Packages 2010 SIGMOD 0.00021474096
673 Supporting Top-k Join Queries in Relational Databases 2003 VLDB 0.00018325667
686 Pay-as-you-go User Feedback for Dataspace Systems 2008 SIGMOD 0.00018107664
830 Guided Data Repair 2011 VLDB 0.00016125759
3,116 Learning to Create Data-Integrating Queries 2008 VLDB 7.5404022e-05
3,766 Keyword Search over Relational Databases: A Metadata Approach 2011 SIGMOD 6.7753484e-05
6,793 Automatically Incorporating New Sources in Keyword Search-Based Data Integration 2010 SIGMOD 4.9201319e-05
7,365 Sharing Work in Keyword Search over Databases 2011 SIGMOD 4.7459715e-05
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