Actively Soliciting Feedback for Query Answers in Keyword Search-Based Data Integration

Summary: Keyword-search data integration avoids a global schema, but must learn ambiguous associations from sparse top-k feedback. The paper actively selects results balancing relevance, score uncertainty, and expected feedback informativeness, validated across diverse real-world domains. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID: h9c4898f3b5042d88
Venue: VLDB
Year: 2013
Pagerank: 6.2842233e-05
Overall Rank: 5,054 | 66.13%
DOI: 10.14778/2535569.2448954

Incoming Non-self Citations Over Time

Authors

1. Zhepeng Yan (University of Pennsylvania)
2. Nan Zheng (University of Pennsylvania)
3. Zachary G. Ives (University of Pennsylvania)
4. Partha Pratim Talukdar (Carnegie Mellon University)
5. Cong Yu (Google)

BibTeX Citation

@article{yan_vldb13,
        title = {{Actively Soliciting Feedback for Query Answers in Keyword Search-Based Data Integration}},
        author = {Yan, Zhepeng and Zheng, Nan and Ives, Zachary G. and Talukdar, Partha Pratim and Yu, Cong},
        journal = {PVLDB},
        series = {{VLDB} '13},
        volume = {6},
        number = {3},
        pages = {205--216},
        doi = {10.14778/2535569.2448954},
        url = {https://doi.org/10.14778/2535569.2448954},
        year = {2013}
}

Incoming Citations (Sorted by Pagerank)

Showing 7 of 7 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
7,230	Dataset Relationship Management	2019	CIDR	5.5636441e-05
7,265	SeeSaw: Interactive Ad-hoc Search Over Image Databases	2023	SIGMOD	5.5546592e-05
8,572	ALEX: Automatic Link Exploration in Linked Data	2015	SIGMOD	5.2983431e-05
8,994	Effective Entity Augmentation By Querying External Data Sources	2023	VLDB	5.2284279e-05
9,654	Interactive and Deterministic Data Cleaning: A Tossed Stone Raises a Thousand Ripples	2016	SIGMOD	5.1310198e-05
10,057	The Data Interaction Game	2018	SIGMOD	5.0766855e-05
12,434	Looking at Everything in Context	2015	CIDR	4.9605343e-05

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
5	Optimal Aggregation Algorithms for Middleware [Extended Abstract]	2001	PODS	0.0010688884
38	DISCOVER: Keyword Search in Relational Databases	2002	VLDB	0.00047300197
81	XRANK: Ranked Keyword Search over XML Documents	2003	SIGMOD	0.00036224963
271	Reconciling Schemas of Disparate Data Sources: A Machine-Learning Approach	2001	SIGMOD	0.00022566676
272	BLINKS: Ranked Keyword Searches on Graphs	2007	SIGMOD	0.00022559588
292	ObjectRank: Authority-Based Keyword Search in Databases	2004	VLDB	0.00021888861
294	Bidirectional Expansion For Keyword Search on Graph Databases	2005	VLDB	0.00021884041
505	Supporting Top-k Join Queries in Relational Databases	2003	VLDB	0.00017162373
535	On Active Learning of Record Matching Packages	2010	SIGMOD	0.00016768308
717	Guided Data Repair	2011	VLDB	0.00014531658
890	Pay-as-you-go User Feedback for Dataspace Systems	2008	SIGMOD	0.00013212032
3,100	Learning to Create Data-Integrating Queries	2008	VLDB	7.6312005e-05
3,730	Keyword Search over Relational Databases: A Metadata Approach	2011	SIGMOD	7.0448398e-05
7,085	Automatically Incorporating New Sources in Keyword Search-Based Data Integration	2010	SIGMOD	5.5883722e-05
7,846	Sharing Work in Keyword Search over Databases	2011	SIGMOD	5.4254046e-05

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