FusionQuery: On-demand Fusion Queries over Multi-source Heterogeneous Data

Summary: On-demand fusion queries: resolve between-source conflicts using only query-relevant data, avoiding costly full-data batch fusion. FusionQuery combines line-graph-accelerated KG matching with an EM-style veracity/trust estimator and incremental trust updates, improving accuracy and scalability. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: 13379
Venue: VLDB
Year: 2024
Pagerank: 4.1905499e-05
Overall Rank: 11,009 | 23.49%
DOI: 10.14778/3648160.3648174

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Rank	Citing Paper	Year	Venue	Pagerank

Outgoing Citations (Sorted by Pagerank)

Showing 21 of 21 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
219	Deep Entity Matching with Pre-Trained Language Models	2021	VLDB	0.00033354456
372	A Bayesian Approach to Discovering Truth from Conflicting Sources for Data Integration	2012	VLDB	0.00025371138
383	COMA - A system for flexible combination of schema matching approaches	2002	VLDB	0.00024802484
394	Big Data Integration	2013	VLDB	0.0002447017
853	Integrating Conflicting Data: The Role of Source Dependence	2009	VLDB	0.00015892569
936	Data Lake Management: Challenges and Opportunities	2019	VLDB	0.00015197838
1,125	Efficient Subgraph Matching by Postponing Cartesian Products	2016	SIGMOD	0.00013829006
1,214	Truth Finding on the Deep Web: Is the Problem Solved?	2013	VLDB	0.00013246179
1,522	Efficient Subgraph Matching: Harmonizing Dynamic Programming, Adaptive Matching Order, and Failing Set Together	2019	SIGMOD	0.0001152219
1,544	KATARA: A Data Cleaning System Powered by Knowledge Bases and Crowdsourcing	2015	SIGMOD	0.00011438274
1,715	CECI: Compact Embedding Cluster Index for Scalable Subgraph Matching	2019	SIGMOD	0.00010776518
2,571	Resolving Conflicts in Heterogeneous Data by Truth Discovery and Source Reliability Estimation	2014	SIGMOD	8.5157375e-05
3,469	Deep Learning for Blocking in Entity Matching: A Design Space Exploration	2021	VLDB	7.0629476e-05
3,502	Knowledge-Based Trust: Estimating the Trustworthiness of Web Sources	2015	VLDB	7.0333e-05
4,016	A Confidence-Aware Approach for Truth Discovery on Long-Tail Data	2015	VLDB	6.5280895e-05
4,554	Distributed Subgraph Matching on Timely Dataflow	2019	VLDB	6.0839934e-05
6,086	Subgraph Matching over Graph Federation	2022	VLDB	5.2157921e-05
6,780	Domain-Aware Multi-Truth Discovery from Conflicting Sources	2018	VLDB	4.9230376e-05
7,930	Entity Resolution On-Demand	2022	VLDB	4.6089604e-05
8,913	PromptEM: Prompt-tuning for Low-resource Generalized Entity Matching	2023	VLDB	4.4229886e-05
9,073	VerifAI: Verified Generative AI	2024	CIDR	4.396857e-05

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3,626	On-the-Fly Entity-Aware Query Processing in the Presence of Linkage	2010	VLDB	6.9003552e-05
2,571	Resolving Conflicts in Heterogeneous Data by Truth Discovery and Source Reliability Estimation	2014	SIGMOD	8.5157375e-05
853	Integrating Conflicting Data: The Role of Source Dependence	2009	VLDB	0.00015892569
2,453	Data Fusion – Resolving Data Conflicts for Integration	2009	VLDB	8.7815427e-05
372	A Bayesian Approach to Discovering Truth from Conflicting Sources for Data Integration	2012	VLDB	0.00025371138
11,778	Staging User Feedback toward Rapid Conflict Resolution in Data Fusion	2017	SIGMOD	4.1905499e-05
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