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

Summary: FusionQuery performs on-demand data fusion using only query-relevant records, avoiding full data-lake scans. It combines line-graph knowledge-graph matching with EM-style veracity/trust estimation and incremental source-trust updates, improving efficiency and effectiveness. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
hd596dd44f6d972aa
Venue
VLDB
Year
2024
Pagerank
5.1103839e-05
Overall Rank
9,912 | 33.36%
DOI
10.14778/3648160.3648174

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{zhu_vldb24,
        title = {{FusionQuery: On-demand Fusion Queries over Multi-source Heterogeneous Data}},
        author = {Zhu, Junhao and Mao, Yuren and Chen, Lu and Ge, Congcong and Wei, Ziheng and Gao, Yunjun},
        journal = {PVLDB},
        series = {{VLDB} '24},
        volume = {17},
        number = {6},
        pages = {1337--1349},
        doi = {10.14778/3648160.3648174},
        url = {https://doi.org/10.14778/3648160.3648174},
        year = {2024}
}

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank Citing Paper Year Venue Pagerank
10,767 IncreQueryFusion: On-demand Data Fusion Framework in Dynamic Data Lakes 2026 VLDB 4.9793485e-05
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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
134 Deep Entity Matching with Pre-Trained Language Models 2021 VLDB 0.00030043481
407 COMA - A system for flexible combination of schema matching approaches 2002 VLDB 0.00019026291
427 Big Data Integration 2013 VLDB 0.00018465558
504 A Bayesian Approach to Discovering Truth from Conflicting Sources for Data Integration 2012 VLDB 0.00017164466
624 Data Lake Management: Challenges and Opportunities 2019 VLDB 0.00015479826
657 Efficient Subgraph Matching by Postponing Cartesian Products 2016 SIGMOD 0.0001505607
877 Integrating Conflicting Data: The Role of Source Dependence 2009 VLDB 0.00013306717
938 Truth Finding on the Deep Web: Is the Problem Solved? 2013 VLDB 0.00012973266
960 Efficient Subgraph Matching: Harmonizing Dynamic Programming, Adaptive Matching Order, and Failing Set Together 2019 SIGMOD 0.00012836554
1,099 KATARA: A Data Cleaning System Powered by Knowledge Bases and Crowdsourcing 2015 SIGMOD 0.00012037058
1,100 CECI: Compact Embedding Cluster Index for Scalable Subgraph Matching 2019 SIGMOD 0.00012013426
2,272 Resolving Conflicts in Heterogeneous Data by Truth Discovery and Source Reliability Estimation 2014 SIGMOD 8.7121962e-05
2,514 Deep Learning for Blocking in Entity Matching: A Design Space Exploration 2021 VLDB 8.3648432e-05
3,323 A Confidence-Aware Approach for Truth Discovery on Long-Tail Data 2015 VLDB 7.4291935e-05
3,552 Knowledge-Based Trust: Estimating the Trustworthiness of Web Sources 2015 VLDB 7.2097862e-05
3,880 Distributed Subgraph Matching on Timely Dataflow 2019 VLDB 6.9510799e-05
5,672 Subgraph Matching over Graph Federation 2022 VLDB 6.0433033e-05
6,428 Domain-Aware Multi-Truth Discovery from Conflicting Sources 2018 VLDB 5.7886234e-05
7,260 Entity Resolution On-Demand 2022 VLDB 5.571581e-05
7,283 PromptEM: Prompt-tuning for Low-resource Generalized Entity Matching 2023 VLDB 5.5665122e-05
9,311 VerifAI: Verified Generative AI 2024 CIDR 5.1965878e-05
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