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Fine-grained Concept Linking using Neural Networks in Healthcare

Summary: Neural Concept Linking (NCL) for healthcare concept linking with COM-AID, addressing word mismatch and overlapping concept senses. Encode-decode with dual attention injects textual and structural context, enabling precise mapping; real-world data show gains over SOTA. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5615
Venue
SIGMOD
Year
2018
Pagerank
5.9709282e-05
Overall Rank
6,115 | 58.05%
DOI
10.1145/3183713.3196907

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{dai_sigmod18,
        title = {{Fine-grained Concept Linking using Neural Networks in Healthcare}},
        author = {Dai, Jian and Zhang, Meihui and Chen, Gang and Fan, Ju and Ngiam, Kee Yuan and Ooi, Beng Chin},
        series = {{SIGMOD} '18},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3183713.3196907},
        url = {https://dl.acm.org/doi/10.1145/3183713.3196907},
        year = {2018}
}

Incoming Citations (Sorted by Pagerank)

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Outgoing Citations (Sorted by Pagerank)

Showing 10 of 10 cited papers.

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

Rank Cited Paper Year Venue Pagerank
427 Big Data Integration 2013 VLDB 0.00018661543
619 Reasoning about Record Matching Rules 2009 VLDB 0.00015707247
908 Probase: A Probabilistic Taxonomy for Text Understanding 2012 SIGMOD 0.00013300624
1,270 CDAS: A Crowdsourcing Data Analytics System 2012 VLDB 0.00011388453
2,354 epiC: an Extensible and Scalable System for Processing Big Data 2014 VLDB 8.7060612e-05
3,262 iCrowd: An Adaptive Crowdsourcing Framework 2015 SIGMOD 7.5846052e-05
4,396 Approximate String Joins with Abbreviations 2018 VLDB 6.7268636e-05
6,128 GEMINI: An Integrative Healthcare Analytics System 2014 VLDB 5.9668307e-05
7,896 Optimizing Index for Taxonomy Keyword Search 2012 SIGMOD 5.5201308e-05
8,176 Cohort Query Processing 2017 VLDB 5.4736785e-05
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