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From Data Fusion to Knowledge Fusion

Summary: Extends data fusion to knowledge fusion: reconciling subject–predicate–object triples amid extractor-induced entity-linkage and schema-alignment noise. Evaluates adapted methods on 1.6B triples from 12 extractors, exposing promise and new research challenges. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
11154
Venue
VLDB
Year
2014
Pagerank
8.7099618e-05
Overall Rank
2,351 | 83.88%
DOI
10.14778/2732951.2732953

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{dong_vldb14,
        title = {{From Data Fusion to Knowledge Fusion}},
        author = {Dong, Xin Luna and Gabrilovich, Evgeniy and Heitz, Geremy and Horn, Wilko and Murphy, Kevin and Sun, Shaohua and Zhang, Wei},
        journal = {PVLDB},
        series = {{VLDB} '14},
        volume = {7},
        number = {10},
        pages = {881--892},
        doi = {10.14778/2732951.2732953},
        url = {https://doi.org/10.14778/2732951.2732953},
        year = {2014}
}

Incoming Citations (Sorted by Pagerank)

Showing 18 of 18 citing papers.

Rank Citing Paper Year Venue Pagerank
579 Incremental Knowledge Base Construction Using DeepDive 2015 VLDB 0.00016217563
1,101 KATARA: A Data Cleaning System Powered by Knowledge Bases and Crowdsourcing 2015 SIGMOD 0.00012168934
2,759 Data X-Ray: A Diagnostic Tool for Data Errors 2015 SIGMOD 8.1577506e-05
3,251 Keys for Graphs 2015 VLDB 7.5963955e-05
3,495 Knowledge-Based Trust: Estimating the Trustworthiness of Web Sources 2015 VLDB 7.3636386e-05
3,715 SLiMFast: Guaranteed Results for Data Fusion and Source Reliability 2017 SIGMOD 7.1763559e-05
4,100 Data Integration and Machine Learning: A Natural Synergy 2018 SIGMOD 6.9016092e-05
4,410 Extracting Databases from Dark Data with DeepDive 2016 SIGMOD 6.717496e-05
4,598 Temporal Rules Discovery for Web Data Cleaning 2016 VLDB 6.6127851e-05
6,320 CERES: Distantly Supervised Relation Extraction from the Semi-Structured Web 2018 VLDB 5.9150411e-05
6,522 Knowledge Verification for Long-Tail Verticals 2017 VLDB 5.8518748e-05
7,068 DataPrism: Exposing Disconnect between Data and Systems 2022 SIGMOD 5.7119157e-05
7,424 Data Integration and Machine Learning: A Natural Synergy 2018 VLDB 5.6214566e-05
8,265 RuDiK: Rule Discovery in Knowledge Bases 2018 VLDB 5.4574671e-05
8,419 Ontology-based Entity Matching in Attributed Graphs 2019 VLDB 5.4282511e-05
8,921 Generations of Knowledge Graphs: The Crazy Ideas and the Business Impact 2023 VLDB 5.3483178e-05
11,718 Wikinegata: a Knowledge Base with Interesting Negative Statements 2021 VLDB 5.093636e-05
12,105 Knowledge Curation and Knowledge Fusion: Challenges, Models, and Applications 2015 SIGMOD 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 14 of 14 cited papers.

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

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