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Pay-as-you-go User Feedback for Dataspace Systems

Summary: Decision-theoretic VPI framework to optimally order user confirmations of candidate matches in pay-as-you-go dataspace systems. Defines a query-result-quality-based utility for dataspaces and shows Roomba achieving higher utility than alternatives. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
4038
Venue
SIGMOD
Year
2008
Pagerank
0.00018107664
Overall Rank
686 | 95.24%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 29 of 29 citing papers.

Rank Citing Paper Year Venue Pagerank
118 Answering Queries using Humans, Algorithms and Databases 2011 CIDR 0.00045860394
265 CrowdER: Crowdsourcing Entity Resolution 2012 VLDB 0.00029904018
691 Human-Assisted Graph Search: It’s Okay to Ask Questions 2011 VLDB 0.00018068414
830 Guided Data Repair 2011 VLDB 0.00016125759
863 Leveraging Transitive Relations for Crowdsourced Joins 2013 SIGMOD 0.00015793243
1,862 Bootstrapping Pay-As-You-Go Data Integration Systems 2008 SIGMOD 0.00010292134
2,177 A Sample-and-Clean Framework for Fast and Accurate Query Processing on Dirty Data 2014 SIGMOD 9.371335e-05
2,725 Progressive Approach to Relational Entity Resolution 2014 VLDB 8.2268045e-05
2,949 Interactive Data Integration through Smart Copy & Paste 2009 CIDR 7.8278177e-05
2,974 Efficiently Incorporating User Feedback into Information Extraction and Integration Programs 2009 SIGMOD 7.7890486e-05
3,268 QASCA: A Quality-Aware Task Assignment System for Crowdsourcing Applications 2015 SIGMOD 7.3027561e-05
3,479 Toward Best-Effort Information Extraction 2008 SIGMOD 7.053581e-05
3,987 A First Tutorial on Dataspaces 2008 VLDB 6.5563129e-05
4,127 Computational Journalism: A Call to Arms to Database Researchers 2011 CIDR 6.4237059e-05
4,181 Arnold: Declarative Crowd-Machine Data Integration 2013 CIDR 6.3725128e-05
4,617 Crowd-Based Deduplication: An Adaptive Approach 2015 SIGMOD 6.0400801e-05
5,031 Actively Soliciting Feedback for Query Answers in Keyword Search-Based Data Integration 2013 VLDB 5.7433161e-05
5,053 Crowds, Clouds, and Algorithms: Exploring the Human Side of "Big Data" Applications 2010 SIGMOD 5.724912e-05
5,788 Lenses: An On-Demand Approach to ETL 2015 VLDB 5.3256103e-05
6,355 User Feedback as a First Class Citizen in Information Integration Systems 2011 CIDR 5.0939108e-05
6,793 Automatically Incorporating New Sources in Keyword Search-Based Data Integration 2010 SIGMOD 4.9201319e-05
7,647 User Guidance for Efficient Fact Checking 2019 VLDB 4.6844821e-05
8,010 ALEX: Automatic Link Exploration in Linked Data 2015 SIGMOD 4.6036121e-05
8,334 Beta Probabilistic Databases: A Scalable Approach to Belief Updating and Parameter Learning 2017 SIGMOD 4.5390028e-05
8,358 Minimizing Efforts in Validating Crowd Answers 2015 SIGMOD 4.5324924e-05
8,363 Deducing Certain Fixes to Graphs 2019 VLDB 4.5311185e-05
9,851 Adaptive Schema Databases 2017 CIDR 4.2680295e-05
10,022 In-context Clustering-based Entity Resolution with Large Language Models: A Design Space Exploration 2026 SIGMOD 4.1905499e-05
11,778 Staging User Feedback toward Rapid Conflict Resolution in Data Fusion 2017 SIGMOD 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 7 of 7 cited papers.

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

Rank Cited Paper Year Venue Pagerank
207 Reconciling Schemas of Disparate Data Sources: A Machine-Learning Approach 2001 SIGMOD 0.00034571837
325 The History of Histograms (abridged) 2003 VLDB 0.00027398081
671 An Interactive Clustering-based Approach to Integrating Source Query Interfaces on the Deep Web 2004 SIGMOD 0.00018370384
1,146 Web-scale Data Integration: You can only afford to Pay As You Go 2007 CIDR 0.0001367088
1,234 Least Expected Cost Query Optimization: An Exercise in Utility 1999 PODS 0.00013115865
1,790 Effective Use of Block-Level Sampling in Statistics Estimation 2004 SIGMOD 0.00010529479
1,862 Bootstrapping Pay-As-You-Go Data Integration Systems 2008 SIGMOD 0.00010292134
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4,510 iTrails: Pay-as-you-go Information Integration in Dataspaces 2007 VLDB 6.1239848e-05
6,355 User Feedback as a First Class Citizen in Information Integration Systems 2011 CIDR 5.0939108e-05
5,031 Actively Soliciting Feedback for Query Answers in Keyword Search-Based Data Integration 2013 VLDB 5.7433161e-05
1,292 Using Probabilistic Information in Data Integration 1997 VLDB 0.0001275375
3,987 A First Tutorial on Dataspaces 2008 VLDB 6.5563129e-05
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