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: 10757
Venue: VLDB
Year: 2013
Pagerank: 0.00013257101
Overall Rank: 1,211 | 91.58%
DOI: -

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 37 of 37 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
192	HoloClean: Holistic Data Repairs with Probabilistic Inference	2017	VLDB	0.00035728858
908	Fusing Data with Correlations	2014	SIGMOD	0.00015431241
1,894	Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning	2020	VLDB	0.0001018378
2,359	Data Market Platforms: Trading Data Assets to Solve Data Problems	2020	VLDB	8.9607667e-05
2,420	From Data Fusion to Knowledge Fusion	2014	VLDB	8.8530994e-05
2,567	Resolving Conflicts in Heterogeneous Data by Truth Discovery and Source Reliability Estimation	2014	SIGMOD	8.5239306e-05
2,617	Extraction and Integration of Partially Overlapping Web Sources	2013	VLDB	8.4462621e-05
3,133	Time Series Data Cleaning: From Anomaly Detection to Anomaly Repairing	2017	VLDB	7.4978041e-05
3,263	QASCA: A Quality-Aware Task Assignment System for Crowdsourcing Applications	2015	SIGMOD	7.3097573e-05
3,495	Knowledge-Based Trust: Estimating the Trustworthiness of Web Sources	2015	VLDB	7.0400666e-05
3,897	SLiMFast: Guaranteed Results for Data Fusion and Source Reliability	2017	SIGMOD	6.6554845e-05
4,011	A Confidence-Aware Approach for Truth Discovery on Long-Tail Data	2015	VLDB	6.5343479e-05
4,101	Less is More: Selecting Sources Wisely for Integration	2013	VLDB	6.4523909e-05
4,607	Data Integration and Machine Learning: A Natural Synergy	2018	SIGMOD	6.0538827e-05
4,904	Temporal Rules Discovery for Web Data Cleaning	2016	VLDB	5.8399195e-05
5,002	Sequential Data Cleaning: A Statistical Approach	2016	SIGMOD	5.7671075e-05
6,354	Characterizing and Selecting Fresh Data Sources	2014	SIGMOD	5.0990729e-05
6,451	Multivariate Time Series Cleaning under Speed Constraints	2024	SIGMOD	5.0583324e-05
6,557	Knowledge Verification for Long-Tail Verticals	2017	VLDB	5.0124455e-05
6,583	SCREEN: Stream Data Cleaning under Speed Constraints	2015	SIGMOD	5.0027988e-05
6,780	Domain-Aware Multi-Truth Discovery from Conflicting Sources	2018	VLDB	4.9277708e-05
6,941	Estimating the Impact of Unknown Unknowns on Aggregate Query Results	2016	SIGMOD	4.8924e-05
7,223	Akane: Perplexity-Guided Time Series Data Cleaning	2024	SIGMOD	4.7965857e-05
7,243	Data Integration and Machine Learning: A Natural Synergy	2018	VLDB	4.7913666e-05
7,784	Authenticated Online Data Integration Services	2015	SIGMOD	4.6517065e-05
7,919	DEXTER: Large-Scale Discovery and Extraction of Product Specifications on the Web	2015	VLDB	4.616746e-05
8,149	Why Not Match: On Explanations of Event Pattern Queries	2021	SIGMOD	4.5752863e-05
8,840	The Cost of Representation by Subset Repairs	2025	VLDB	4.4388652e-05
8,849	SourceSight: Enabling Effective Source Selection	2016	SIGMOD	4.4369118e-05
9,348	GIDCL: A Graph-Enhanced Interpretable Data Cleaning Framework with Large Language Models	2024	SIGMOD	4.3526427e-05
9,924	On Saving Outliers for Better Clustering over Noisy Data	2021	SIGMOD	4.2544238e-05
10,510	Table Overlap Estimation through Graph Embeddings	2025	SIGMOD	4.1945683e-05
10,511	The Best of Both Worlds: On Repairing Timestamps and Attribute Values for Multivariate Time Series	2025	SIGMOD	4.1945683e-05
10,951	Determining the Largest Overlap between Tables	2024	SIGMOD	4.1945683e-05
11,006	FusionQuery: On-demand Fusion Queries over Multi-source Heterogeneous Data	2024	VLDB	4.1945683e-05
11,770	Staging User Feedback toward Rapid Conflict Resolution in Data Fusion	2017	SIGMOD	4.1945683e-05
11,895	Finding Quality in Quantity: The Challenge of Discovering Valuable Sources for Integration	2015	CIDR	4.1945683e-05

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.

Rank	Cited Paper	Year	Venue	Pagerank
371	A Bayesian Approach to Discovering Truth from Conflicting Sources for Data Integration	2012	VLDB	0.00025389696
855	Integrating Conflicting Data: The Role of Source Dependence	2009	VLDB	0.00015906735
1,246	Truth Discovery and Copying Detection in a Dynamic World	2009	VLDB	0.0001307161
1,851	An Analysis of Structured Data on the Web	2012	VLDB	0.00010327871
2,452	Data Fusion – Resolving Data Conflicts for Integration	2009	VLDB	8.7839322e-05
4,101	Less is More: Selecting Sources Wisely for Integration	2013	VLDB	6.4523909e-05
5,094	Global Detection of Complex Copying Relationships Between Sources	2010	VLDB	5.7023083e-05
7,229	Sailing the Information Ocean with Awareness of Currents: Discovery and Application of Source Dependence	2009	CIDR	4.7950172e-05
12,355	Information Theory For Data Management	2009	VLDB	4.1945683e-05

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2,567	Resolving Conflicts in Heterogeneous Data by Truth Discovery and Source Reliability Estimation	2014	SIGMOD	8.5239306e-05
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