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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
h15de389d043fefa3
Venue
VLDB
Year
2014
Pagerank
8.5109743e-05
Overall Rank
2,396 | 83.95%
DOI
10.14778/2732951.2732953
PDF
Download (CC BY-NC-ND 3.0)

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
569 Incremental Knowledge Base Construction Using DeepDive 2015 VLDB 0.00016212139
1,099 KATARA: A Data Cleaning System Powered by Knowledge Bases and Crowdsourcing 2015 SIGMOD 0.00012008783
2,685 Data X-Ray: A Diagnostic Tool for Data Errors 2015 SIGMOD 8.116387e-05
3,329 Keys for Graphs 2015 VLDB 7.4086832e-05
3,556 Knowledge-Based Trust: Estimating the Trustworthiness of Web Sources 2015 VLDB 7.187165e-05
3,797 SLiMFast: Guaranteed Results for Data Fusion and Source Reliability 2017 SIGMOD 6.9951279e-05
4,186 Data Integration and Machine Learning: A Natural Synergy 2018 SIGMOD 6.7408641e-05
4,403 Extracting Databases from Dark Data with DeepDive 2016 SIGMOD 6.6033854e-05
4,653 Temporal Rules Discovery for Web Data Cleaning 2016 VLDB 6.4706099e-05
6,412 CERES: Distantly Supervised Relation Extraction from the Semi-Structured Web 2018 VLDB 5.7765809e-05
6,665 Knowledge Verification for Long-Tail Verticals 2017 VLDB 5.6992391e-05
7,194 DataPrism: Exposing Disconnect between Data and Systems 2022 SIGMOD 5.573413e-05
7,438 Data Integration and Machine Learning: A Natural Synergy 2018 VLDB 5.5123601e-05
8,456 RuDiK: Rule Discovery in Knowledge Bases 2018 VLDB 5.3148581e-05
8,618 Ontology-based Entity Matching in Attributed Graphs 2019 VLDB 5.2871713e-05
9,028 Generations of Knowledge Graphs: The Crazy Ideas and the Business Impact 2023 VLDB 5.2198349e-05
12,071 Wikinegata: a Knowledge Base with Interesting Negative Statements 2021 VLDB 4.9605343e-05
12,447 Knowledge Curation and Knowledge Fusion: Challenges, Models, and Applications 2015 SIGMOD 4.9605343e-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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