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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
0.00012967324
Overall Rank
938 | 93.70%
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
104 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00033676943
1,284 Fusing Data with Correlations 2014 SIGMOD 0.00011197034
1,342 Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning 2020 VLDB 0.00010963254
1,847 Data Market Platforms: Trading Data Assets to Solve Data Problems 2020 VLDB 9.5091361e-05
2,254 Extraction and Integration of Partially Overlapping Web Sources 2013 VLDB 8.7438361e-05
2,275 Resolving Conflicts in Heterogeneous Data by Truth Discovery and Source Reliability Estimation 2014 SIGMOD 8.7080833e-05
2,394 From Data Fusion to Knowledge Fusion 2014 VLDB 8.529467e-05
2,972 Time Series Data Cleaning: From Anomaly Detection to Anomaly Repairing 2017 VLDB 7.793491e-05
3,325 A Confidence-Aware Approach for Truth Discovery on Long-Tail Data 2015 VLDB 7.4256866e-05
3,554 Knowledge-Based Trust: Estimating the Trustworthiness of Web Sources 2015 VLDB 7.2063742e-05
3,793 SLiMFast: Guaranteed Results for Data Fusion and Source Reliability 2017 SIGMOD 7.0156889e-05
3,840 QASCA: A Quality-Aware Task Assignment System for Crowdsourcing Applications 2015 SIGMOD 6.988858e-05
4,116 Less is More: Selecting Sources Wisely for Integration 2013 VLDB 6.7935225e-05
4,171 Data Integration and Machine Learning: A Natural Synergy 2018 SIGMOD 6.7576159e-05
4,652 Temporal Rules Discovery for Web Data Cleaning 2016 VLDB 6.4828106e-05
5,111 Sequential Data Cleaning: A Statistical Approach 2016 SIGMOD 6.2671754e-05
6,288 Multivariate Time Series Cleaning under Speed Constraints 2024 SIGMOD 5.8203148e-05
6,310 SCREEN: Stream Data Cleaning under Speed Constraints 2015 SIGMOD 5.8151463e-05
6,386 Characterizing and Selecting Fresh Data Sources 2014 SIGMOD 5.8038047e-05
6,431 Domain-Aware Multi-Truth Discovery from Conflicting Sources 2018 VLDB 5.7858831e-05
6,654 Knowledge Verification for Long-Tail Verticals 2017 VLDB 5.7180739e-05
6,885 Estimating the Impact of Unknown Unknowns on Aggregate Query Results 2016 SIGMOD 5.6546466e-05
7,252 Akane: Perplexity-Guided Time Series Data Cleaning 2024 SIGMOD 5.5714652e-05
7,418 Data Integration and Machine Learning: A Natural Synergy 2018 VLDB 5.5306468e-05
8,052 Authenticated Online Data Integration Services 2015 SIGMOD 5.3982012e-05
8,141 DEXTER: Large-Scale Discovery and Extraction of Product Specifications on the Web 2015 VLDB 5.3902593e-05
8,546 Why Not Match: On Explanations of Event Pattern Queries 2021 SIGMOD 5.3174951e-05
9,014 The Cost of Representation by Subset Repairs 2025 VLDB 5.2364868e-05
9,197 SourceSight: Enabling Effective Source Selection 2016 SIGMOD 5.208891e-05
9,623 GIDCL: A Graph-Enhanced Interpretable Data Cleaning Framework with Large Language Models 2024 SIGMOD 5.1486163e-05
9,919 FusionQuery: On-demand Fusion Queries over Multi-source Heterogeneous Data 2024 VLDB 5.1079647e-05
10,275 On Saving Outliers for Better Clustering over Noisy Data 2021 SIGMOD 5.0466043e-05
10,510 Shape-Agnostic Table Overlap Discovery: A Maximum Common Subhypergraph Approach 2026 SIGMOD 4.9769913e-05
10,777 IncreQueryFusion: On-demand Data Fusion Framework in Dynamic Data Lakes 2026 VLDB 4.9769913e-05
11,209 Table Overlap Estimation through Graph Embeddings 2025 SIGMOD 4.9769913e-05
11,210 The Best of Both Worlds: On Repairing Timestamps and Attribute Values for Multivariate Time Series 2025 SIGMOD 4.9769913e-05
11,518 Determining the Largest Overlap between Tables 2024 SIGMOD 4.9769913e-05
12,279 Staging User Feedback toward Rapid Conflict Resolution in Data Fusion 2017 SIGMOD 4.9769913e-05
12,393 Finding Quality in Quantity: The Challenge of Discovering Valuable Sources for Integration 2015 CIDR 4.9769913e-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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