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)
Incoming Non-self Citations Over Time
Authors
- 1. Jian Dai
- 2. Meihui Zhang
- 3. Gang Chen
- 4. Ju Fan
- 5. Kee Yuan Ngiam
- 6. Beng Chin Ooi
Incoming Citations (Sorted by Pagerank)
Showing 6 of 6 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,278 | Similarity Query Processing for High-Dimensional Data | 2020 | VLDB | 6.2953764e-05 |
| 4,703 | Medical Entity Disambiguation Using Graph Neural Networks | 2021 | SIGMOD | 5.9855056e-05 |
| 6,502 | Falcon: A Privacy-Preserving and Interpretable Vertical Federated Learning System | 2023 | VLDB | 5.0361846e-05 |
| 9,323 | FEAST: A Communication-efficient Federated Feature Selection Framework for Relational Data | 2023 | SIGMOD | 4.3556432e-05 |
| 11,087 | Dealing with Acronyms, Abbreviations, and Typos in Real-World Entity Matching | 2024 | VLDB | 4.1945683e-05 |
| 13,218 | DyHealth: Making Neural Networks Dynamic for Effective Healthcare Analytics | 2022 | VLDB | - |
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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 |
|---|---|---|---|---|
| 398 | Big Data Integration | 2013 | VLDB | 0.00024372588 |
| 702 | Reasoning about Record Matching Rules | 2009 | VLDB | 0.00017918203 |
| 1,066 | Probase: A Probabilistic Taxonomy for Text Understanding | 2012 | SIGMOD | 0.0001433416 |
| 1,491 | CDAS: A Crowdsourcing Data Analytics System | 2012 | VLDB | 0.00011694982 |
| 1,800 | epiC: an Extensible and Scalable System for Processing Big Data | 2014 | VLDB | 0.00010512649 |
| 3,322 | iCrowd: An Adaptive Crowdsourcing Framework | 2015 | SIGMOD | 7.2230626e-05 |
| 4,684 | Approximate String Joins with Abbreviations | 2018 | VLDB | 6.0006406e-05 |
| 5,830 | GEMINI: An Integrative Healthcare Analytics System | 2014 | VLDB | 5.3113542e-05 |
| 7,475 | Optimizing Index for Taxonomy Keyword Search | 2012 | SIGMOD | 4.7191809e-05 |
| 8,189 | Cohort Query Processing | 2017 | VLDB | 4.5642142e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 12,085 | Aggregating Semantic Annotators | 2013 | VLDB | 4.1945683e-05 |
| 11,034 | CohortNet: Empowering Cohort Discovery for Interpretable Healthcare Analytics | 2024 | VLDB | 4.1945683e-05 |
| 11,475 | TENET: Joint Entity and Relation Linking with Coherence Relaxation | 2021 | SIGMOD | 4.1945683e-05 |
| 3,640 | Deep Learning for Blocking in Entity Matching: A Design Space Exploration | 2021 | VLDB | 6.8891671e-05 |
| 2,057 | From Natural Language Processing to Neural Databases | 2021 | VLDB | 9.6624862e-05 |
| 1,914 | Creating Embeddings of Heterogeneous Relational Datasets for Data Integration Tasks | 2020 | SIGMOD | 0.00010109102 |
| 5,520 | Towards the Web of Concepts: Extracting Concepts from Large Datasets | 2010 | VLDB | 5.4614656e-05 |
| 300 | Deep Learning for Entity Matching: A Design Space Exploration | 2018 | SIGMOD | 0.00028441466 |
| 8,908 | Deep Active Alignment of Knowledge Graph Entities and Schemata | 2023 | SIGMOD | 4.427232e-05 |
| 4,703 | Medical Entity Disambiguation Using Graph Neural Networks | 2021 | SIGMOD | 5.9855056e-05 |