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Lenses: An On-Demand Approach to ETL

Summary: General, extensible on-demand ETL using probabilistic query processing for incremental data curation and quality–effort trade-offs. UI and a greedy CPI ranking for on-demand curation tasks; shows applicability beyond Paygo/HLog and ETL feasibility. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
11036
Venue
VLDB
Year
2015
Pagerank
5.3256103e-05
Overall Rank
5,788 | 59.78%
DOI
-

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Showing 19 of 19 cited papers.

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

Rank Cited Paper Year Venue Pagerank
14 Online Aggregation 1997 SIGMOD 0.0010813443
31 Provenance Semirings 2007 PODS 0.00078516827
300 Trio: A System for Data, Uncertainty, and Lineage 2006 VLDB 0.00028503742
322 MCDB: A Monte Carlo Approach to Managing Uncertain Data 2008 SIGMOD 0.00027523667
493 Data Exchange: Getting to the Core 2003 PODS 0.00021782199
686 Pay-as-you-go User Feedback for Dataspace Systems 2008 SIGMOD 0.00018107664
702 MYSTIQ: A system for finding more answers by using probabilities 2005 SIGMOD 0.00017848789
974 BayesStore: Managing Large, Uncertain Data Repositories with Probabilistic Graphical Models 2008 VLDB 0.00014882804
2,334 Orion 2.0: Native Support for Uncertain Data 2008 SIGMOD 9.01132e-05
2,883 MayBMS: A Probabilistic Database Management System 2009 SIGMOD 7.9665191e-05
2,974 Efficiently Incorporating User Feedback into Information Extraction and Integration Programs 2009 SIGMOD 7.7890486e-05
3,054 Partial Results in Database Systems 2014 SIGMOD 7.6478475e-05
6,355 User Feedback as a First Class Citizen in Information Integration Systems 2011 CIDR 5.0939108e-05
6,857 When is Naive Evaluation Possible? 2013 PODS 4.9013761e-05
7,224 OASSIS: Query Driven Crowd Mining 2014 SIGMOD 4.791302e-05
7,553 SPROUT2: A Squared Query Engine for Uncertain Web Data 2011 SIGMOD 4.7081227e-05
7,791 Jigsaw: Efficient Optimization Over Uncertain Enterprise Data 2011 SIGMOD 4.6457822e-05
9,139 Management of Flexible Schema Data in RDBMSs - Opportunities and Limitations for NoSQL 2015 CIDR 4.382747e-05
9,366 IQ: The Case for Iterative Querying for Knowledge 2011 CIDR 4.3467888e-05
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