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Truth Finding on the Deep Web: Is the Problem Solved?

Summary: Examines truthfulness of Deep Web data in stock and flight domains, finding pervasive inconsistency and varied accuracy across sources. Applies state-of-the-art data fusion to resolve conflicts, analyzes strengths/limits, and sketches directions for future research. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
haf6b7df3b9639f39
Venue
VLDB
Year
2013
Pagerank
0.00012945534
Overall Rank
939 | 93.71%
DOI
10.14778/2535568.2535569

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{li_vldb13,
        title = {{Truth Finding on the Deep Web: Is the Problem Solved?}},
        author = {Li, Xian and Dong, Xin Luna and Lyons, Kenneth and Meng, Weiyi and Srivastava, Divesh},
        journal = {PVLDB},
        series = {{VLDB} '13},
        volume = {6},
        number = {2},
        pages = {97--108},
        doi = {10.14778/2535568.2535569},
        url = {https://doi.org/10.14778/2535568.2535569},
        year = {2013}
}

Incoming Citations (Sorted by Pagerank)

Showing 39 of 39 citing papers.

Rank Citing Paper Year Venue Pagerank
100 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00033951027
1,283 Fusing Data with Correlations 2014 SIGMOD 0.00011195703
1,347 Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning 2020 VLDB 0.00010947547
1,858 Data Market Platforms: Trading Data Assets to Solve Data Problems 2020 VLDB 9.4779185e-05
2,265 Extraction and Integration of Partially Overlapping Web Sources 2013 VLDB 8.7205552e-05
2,283 Resolving Conflicts in Heterogeneous Data by Truth Discovery and Source Reliability Estimation 2014 SIGMOD 8.6888288e-05
2,396 From Data Fusion to Knowledge Fusion 2014 VLDB 8.5109743e-05
2,985 Time Series Data Cleaning: From Anomaly Detection to Anomaly Repairing 2017 VLDB 7.7695402e-05
3,327 A Confidence-Aware Approach for Truth Discovery on Long-Tail Data 2015 VLDB 7.4101504e-05
3,556 Knowledge-Based Trust: Estimating the Trustworthiness of Web Sources 2015 VLDB 7.187165e-05
3,797 SLiMFast: Guaranteed Results for Data Fusion and Source Reliability 2017 SIGMOD 6.9951279e-05
3,849 QASCA: A Quality-Aware Task Assignment System for Crowdsourcing Applications 2015 SIGMOD 6.9657571e-05
4,135 Less is More: Selecting Sources Wisely for Integration 2013 VLDB 6.7717878e-05
4,186 Data Integration and Machine Learning: A Natural Synergy 2018 SIGMOD 6.7408641e-05
4,653 Temporal Rules Discovery for Web Data Cleaning 2016 VLDB 6.4706099e-05
5,131 Sequential Data Cleaning: A Statistical Approach 2016 SIGMOD 6.2464522e-05
6,303 Multivariate Time Series Cleaning under Speed Constraints 2024 SIGMOD 5.8010692e-05
6,322 SCREEN: Stream Data Cleaning under Speed Constraints 2015 SIGMOD 5.7959179e-05
6,394 Characterizing and Selecting Fresh Data Sources 2014 SIGMOD 5.7852484e-05
6,442 Domain-Aware Multi-Truth Discovery from Conflicting Sources 2018 VLDB 5.7667567e-05
6,665 Knowledge Verification for Long-Tail Verticals 2017 VLDB 5.6992391e-05
6,881 Estimating the Impact of Unknown Unknowns on Aggregate Query Results 2016 SIGMOD 5.6415853e-05
7,272 Akane: Perplexity-Guided Time Series Data Cleaning 2024 SIGMOD 5.5530425e-05
7,438 Data Integration and Machine Learning: A Natural Synergy 2018 VLDB 5.5123601e-05
8,058 Authenticated Online Data Integration Services 2015 SIGMOD 5.3824183e-05
8,159 DEXTER: Large-Scale Discovery and Extraction of Product Specifications on the Web 2015 VLDB 5.3724358e-05
8,564 Why Not Match: On Explanations of Event Pattern Queries 2021 SIGMOD 5.2999122e-05
9,035 The Cost of Representation by Subset Repairs 2025 VLDB 5.2191717e-05
9,221 SourceSight: Enabling Effective Source Selection 2016 SIGMOD 5.1916672e-05
9,634 GIDCL: A Graph-Enhanced Interpretable Data Cleaning Framework with Large Language Models 2024 SIGMOD 5.1354312e-05
9,954 FusionQuery: On-demand Fusion Queries over Multi-source Heterogeneous Data 2024 VLDB 5.0910746e-05
10,095 Table Overlap Estimation through Graph Embeddings 2025 SIGMOD 5.068372e-05
10,099 Determining the Largest Overlap between Tables 2024 SIGMOD 5.068372e-05
10,302 On Saving Outliers for Better Clustering over Noisy Data 2021 SIGMOD 5.0299171e-05
10,576 Shape-Agnostic Table Overlap Discovery: A Maximum Common Subhypergraph Approach 2026 SIGMOD 4.9605343e-05
10,838 IncreQueryFusion: On-demand Data Fusion Framework in Dynamic Data Lakes 2026 VLDB 4.9605343e-05
11,268 The Best of Both Worlds: On Repairing Timestamps and Attribute Values for Multivariate Time Series 2025 SIGMOD 4.9605343e-05
12,322 Staging User Feedback toward Rapid Conflict Resolution in Data Fusion 2017 SIGMOD 4.9605343e-05
12,436 Finding Quality in Quantity: The Challenge of Discovering Valuable Sources for Integration 2015 CIDR 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 9 of 9 cited papers.

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

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