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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
h6a0b23aa7efa88fa
Venue
SIGMOD
Year
2008
Pagerank
0.00013250185
Overall Rank
888 | 94.04%
DOI
10.1145/1376616.1376701

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{jeffery_sigmod08,
        title = {{Pay-as-you-go User Feedback for Dataspace Systems}},
        author = {Jeffery, Shawn R. and Franklin, Michael J. and Halevy, Alon Y.},
        series = {{SIGMOD} '08},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/1376616.1376701},
        url = {https://dl.acm.org/doi/10.1145/1376616.1376701},
        year = {2008}
}

Incoming Citations (Sorted by Pagerank)

Showing 29 of 29 citing papers.

Rank Citing Paper Year Venue Pagerank
198 CrowdER: Crowdsourcing Entity Resolution 2012 VLDB 0.00025546182
259 Answering Queries using Humans, Algorithms and Databases 2011 CIDR 0.00022916014
716 Guided Data Repair 2011 VLDB 0.00014546968
787 Human-Assisted Graph Search: It’s Okay to Ask Questions 2011 VLDB 0.00013982951
871 Leveraging Transitive Relations for Crowdsourced Joins 2013 SIGMOD 0.00013338722
1,668 Bootstrapping Pay-As-You-Go Data Integration Systems 2008 SIGMOD 9.9333074e-05
1,722 A Sample-and-Clean Framework for Fast and Accurate Query Processing on Dirty Data 2014 SIGMOD 9.7921604e-05
2,645 Progressive Approach to Relational Entity Resolution 2014 VLDB 8.173459e-05
3,275 Toward Best-Effort Information Extraction 2008 SIGMOD 7.4670832e-05
3,543 Interactive Data Integration through Smart Copy & Paste 2009 CIDR 7.2120535e-05
3,840 QASCA: A Quality-Aware Task Assignment System for Crowdsourcing Applications 2015 SIGMOD 6.988858e-05
3,916 Efficiently Incorporating User Feedback into Information Extraction and Integration Programs 2009 SIGMOD 6.9259328e-05
4,053 Crowd-Based Deduplication: An Adaptive Approach 2015 SIGMOD 6.8253348e-05
4,130 Computational Journalism: A Call to Arms to Database Researchers 2011 CIDR 6.7874804e-05
4,519 Arnold: Declarative Crowd-Machine Data Integration 2013 CIDR 6.5602428e-05
5,030 Actively Soliciting Feedback for Query Answers in Keyword Search-Based Data Integration 2013 VLDB 6.3047041e-05
5,526 A First Tutorial on Dataspaces 2008 VLDB 6.0922984e-05
6,091 Lenses: An On-Demand Approach to ETL 2015 VLDB 5.8880755e-05
6,231 Crowds, Clouds, and Algorithms: Exploring the Human Side of "Big Data" Applications 2010 SIGMOD 5.8420493e-05
6,450 User Feedback as a First Class Citizen in Information Integration Systems 2011 CIDR 5.7796344e-05
7,067 Automatically Incorporating New Sources in Keyword Search-Based Data Integration 2010 SIGMOD 5.6066383e-05
7,765 User Guidance for Efficient Fact Checking 2019 VLDB 5.4558382e-05
8,403 Deducing Certain Fixes to Graphs 2019 VLDB 5.3374114e-05
8,524 Minimizing Efforts in Validating Crowd Answers 2015 SIGMOD 5.3218497e-05
8,552 ALEX: Automatic Link Exploration in Linked Data 2015 SIGMOD 5.3158479e-05
8,768 Beta Probabilistic Databases: A Scalable Approach to Belief Updating and Parameter Learning 2017 SIGMOD 5.2811408e-05
10,183 Adaptive Schema Databases 2017 CIDR 5.063596e-05
10,538 In-context Clustering-based Entity Resolution with Large Language Models: A Design Space Exploration 2026 SIGMOD 4.9769913e-05
12,279 Staging User Feedback toward Rapid Conflict Resolution in Data Fusion 2017 SIGMOD 4.9769913e-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
255 The History of Histograms (abridged) 2003 VLDB 0.00022974524
269 Reconciling Schemas of Disparate Data Sources: A Machine-Learning Approach 2001 SIGMOD 0.00022610366
815 An Interactive Clustering-based Approach to Integrating Source Query Interfaces on the Deep Web 2004 SIGMOD 0.00013713173
992 Web-scale Data Integration: You can only afford to Pay As You Go 2007 CIDR 0.00012641942
1,122 Least Expected Cost Query Optimization: An Exercise in Utility 1999 PODS 0.00011933634
1,668 Bootstrapping Pay-As-You-Go Data Integration Systems 2008 SIGMOD 9.9333074e-05
1,826 Effective Use of Block-Level Sampling in Statistics Estimation 2004 SIGMOD 9.5535288e-05
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# Overall Rank Paper Year Venue
1 5,131 iTrails: Pay-as-you-go Information Integration in Dataspaces 2007 VLDB
2 6,450 User Feedback as a First Class Citizen in Information Integration Systems 2011 CIDR
3 5,030 Actively Soliciting Feedback for Query Answers in Keyword Search-Based Data Integration 2013 VLDB
4 1,898 Using Probabilistic Information in Data Integration 1997 VLDB
5 5,526 A First Tutorial on Dataspaces 2008 VLDB
6 12,715 Schema Clustering and Retrieval for Multi-domain Pay-As-You-Go Data Integration Systems 2010 SIGMOD
7 1,114 Principles of Dataspace Systems 2006 PODS
8 1,668 Bootstrapping Pay-As-You-Go Data Integration Systems 2008 SIGMOD
9 12,279 Staging User Feedback toward Rapid Conflict Resolution in Data Fusion 2017 SIGMOD
10 12,676 Pay-As-You-Go Mapping Selection in Dataspaces 2011 SIGMOD