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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
10687
Venue
VLDB
Year
2013
Pagerank
5.748807e-05
Overall Rank
5,032 | 65.00%
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
6,981 Dataset Relationship Management 2019 CIDR 4.8743957e-05
8,006 ALEX: Automatic Link Exploration in Linked Data 2015 SIGMOD 4.6080343e-05
8,696 Effective Entity Augmentation By Querying External Data Sources 2023 VLDB 4.4660032e-05
8,700 SeeSaw: Interactive Ad-hoc Search Over Image Databases 2023 SIGMOD 4.4656647e-05
9,278 Interactive and Deterministic Data Cleaning: A Tossed Stone Raises a Thousand Ripples 2016 SIGMOD 4.3639892e-05
9,696 The Data Interaction Game 2018 SIGMOD 4.3023337e-05
11,892 Looking at Everything in Context 2015 CIDR 4.1945683e-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
7 Optimal Aggregation Algorithms for Middleware [Extended Abstract] 2001 PODS 0.0015496097
54 DISCOVER: Keyword Search in Relational Databases 2002 VLDB 0.00066047203
73 XRANK: Ranked Keyword Search over XML Documents 2003 SIGMOD 0.00058443993
208 Reconciling Schemas of Disparate Data Sources: A Machine-Learning Approach 2001 SIGMOD 0.0003460594
301 BLINKS: Ranked Keyword Searches on Graphs 2007 SIGMOD 0.00028370644
320 ObjectRank: Authority-Based Keyword Search in Databases 2004 VLDB 0.00027577867
336 Bidirectional Expansion For Keyword Search on Graph Databases 2005 VLDB 0.00027020919
509 On Active Learning of Record Matching Packages 2010 SIGMOD 0.00021409518
674 Supporting Top-k Join Queries in Relational Databases 2003 VLDB 0.00018327585
692 Pay-as-you-go User Feedback for Dataspace Systems 2008 SIGMOD 0.00018083948
833 Guided Data Repair 2011 VLDB 0.00016138432
3,110 Learning to Create Data-Integrating Queries 2008 VLDB 7.5475982e-05
3,758 Keyword Search over Relational Databases: A Metadata Approach 2011 SIGMOD 6.7824746e-05
6,792 Automatically Incorporating New Sources in Keyword Search-Based Data Integration 2010 SIGMOD 4.9249098e-05
7,374 Sharing Work in Keyword Search over Databases 2011 SIGMOD 4.7494134e-05
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