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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
4099
Venue
SIGMOD
Year
2008
Pagerank
0.00013519288
Overall Rank
866 | 94.07%
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
196 CrowdER: Crowdsourcing Entity Resolution 2012 VLDB 0.00025780596
250 Answering Queries using Humans, Algorithms and Databases 2011 CIDR 0.00023261164
714 Guided Data Repair 2011 VLDB 0.00014662041
767 Human-Assisted Graph Search: It’s Okay to Ask Questions 2011 VLDB 0.00014208622
852 Leveraging Transitive Relations for Crowdsourced Joins 2013 SIGMOD 0.00013604253
1,649 Bootstrapping Pay-As-You-Go Data Integration Systems 2008 SIGMOD 0.00010117306
1,736 A Sample-and-Clean Framework for Fast and Accurate Query Processing on Dirty Data 2014 SIGMOD 9.8984415e-05
2,711 Progressive Approach to Relational Entity Resolution 2014 VLDB 8.2178865e-05
3,216 Toward Best-Effort Information Extraction 2008 SIGMOD 7.6322141e-05
3,502 Interactive Data Integration through Smart Copy & Paste 2009 CIDR 7.3592947e-05
3,843 Efficiently Incorporating User Feedback into Information Extraction and Integration Programs 2009 SIGMOD 7.0791732e-05
3,904 QASCA: A Quality-Aware Task Assignment System for Crowdsourcing Applications 2015 SIGMOD 7.0304212e-05
3,983 Crowd-Based Deduplication: An Adaptive Approach 2015 SIGMOD 6.9739851e-05
4,033 Computational Journalism: A Call to Arms to Database Researchers 2011 CIDR 6.9449851e-05
4,428 Arnold: Declarative Crowd-Machine Data Integration 2013 CIDR 6.7094035e-05
4,910 Actively Soliciting Feedback for Query Answers in Keyword Search-Based Data Integration 2013 VLDB 6.4484207e-05
5,389 A First Tutorial on Dataspaces 2008 VLDB 6.2346998e-05
5,971 Lenses: An On-Demand Approach to ETL 2015 VLDB 6.0243066e-05
6,097 Crowds, Clouds, and Algorithms: Exploring the Human Side of "Big Data" Applications 2010 SIGMOD 5.9780216e-05
6,330 User Feedback as a First Class Citizen in Information Integration Systems 2011 CIDR 5.9109104e-05
6,931 Automatically Incorporating New Sources in Keyword Search-Based Data Integration 2010 SIGMOD 5.736358e-05
7,628 User Guidance for Efficient Fact Checking 2019 VLDB 5.5798467e-05
8,225 Deducing Certain Fixes to Graphs 2019 VLDB 5.4624971e-05
8,351 Minimizing Efforts in Validating Crowd Answers 2015 SIGMOD 5.4454221e-05
8,372 ALEX: Automatic Link Exploration in Linked Data 2015 SIGMOD 5.4403598e-05
8,597 Beta Probabilistic Databases: A Scalable Approach to Belief Updating and Parameter Learning 2017 SIGMOD 5.4049137e-05
10,003 Adaptive Schema Databases 2017 CIDR 5.1814573e-05
10,318 In-context Clustering-based Entity Resolution with Large Language Models: A Design Space Exploration 2026 SIGMOD 5.093636e-05
11,975 Staging User Feedback toward Rapid Conflict Resolution in Data Fusion 2017 SIGMOD 5.093636e-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
257 The History of Histograms (abridged) 2003 VLDB 0.00023154793
263 Reconciling Schemas of Disparate Data Sources: A Machine-Learning Approach 2001 SIGMOD 0.0002305693
791 An Interactive Clustering-based Approach to Integrating Source Query Interfaces on the Deep Web 2004 SIGMOD 0.00013995705
969 Web-scale Data Integration: You can only afford to Pay As You Go 2007 CIDR 0.00012892148
1,104 Least Expected Cost Query Optimization: An Exercise in Utility 1999 PODS 0.00012157634
1,649 Bootstrapping Pay-As-You-Go Data Integration Systems 2008 SIGMOD 0.00010117306
1,806 Effective Use of Block-Level Sampling in Statistics Estimation 2004 SIGMOD 9.7112151e-05
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# Overall Rank Paper Year Venue
1 5,006 iTrails: Pay-as-you-go Information Integration in Dataspaces 2007 VLDB
2 6,330 User Feedback as a First Class Citizen in Information Integration Systems 2011 CIDR
3 4,910 Actively Soliciting Feedback for Query Answers in Keyword Search-Based Data Integration 2013 VLDB
4 1,858 Using Probabilistic Information in Data Integration 1997 VLDB
5 5,389 A First Tutorial on Dataspaces 2008 VLDB
6 12,418 Schema Clustering and Retrieval for Multi-domain Pay-As-You-Go Data Integration Systems 2010 SIGMOD
7 1,162 Principles of Dataspace Systems 2006 PODS
8 1,649 Bootstrapping Pay-As-You-Go Data Integration Systems 2008 SIGMOD
9 11,975 Staging User Feedback toward Rapid Conflict Resolution in Data Fusion 2017 SIGMOD
10 12,379 Pay-As-You-Go Mapping Selection in Dataspaces 2011 SIGMOD