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 |
|---|---|---|---|---|
| 4,273 | Similarity Query Processing for High-Dimensional Data | 2020 | VLDB | 6.2932217e-05 |
| 4,701 | Medical Entity Disambiguation Using Graph Neural Networks | 2021 | SIGMOD | 5.9797526e-05 |
| 6,498 | Falcon: A Privacy-Preserving and Interpretable Vertical Federated Learning System | 2023 | VLDB | 5.031352e-05 |
| 9,328 | FEAST: A Communication-efficient Federated Feature Selection Framework for Relational Data | 2023 | SIGMOD | 4.351469e-05 |
| 11,090 | Dealing with Acronyms, Abbreviations, and Typos in Real-World Entity Matching | 2024 | VLDB | 4.1905499e-05 |
| 13,232 | 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 |
|---|---|---|---|---|
| 394 | Big Data Integration | 2013 | VLDB | 0.0002447017 |
| 700 | Reasoning about Record Matching Rules | 2009 | VLDB | 0.00017927576 |
| 1,068 | Probase: A Probabilistic Taxonomy for Text Understanding | 2012 | SIGMOD | 0.00014316508 |
| 1,491 | CDAS: A Crowdsourcing Data Analytics System | 2012 | VLDB | 0.00011685731 |
| 1,797 | epiC: an Extensible and Scalable System for Processing Big Data | 2014 | VLDB | 0.00010502488 |
| 3,324 | iCrowd: An Adaptive Crowdsourcing Framework | 2015 | SIGMOD | 7.2163115e-05 |
| 4,682 | Approximate String Joins with Abbreviations | 2018 | VLDB | 5.9949001e-05 |
| 5,842 | GEMINI: An Integrative Healthcare Analytics System | 2014 | VLDB | 5.3062554e-05 |
| 7,474 | Optimizing Index for Taxonomy Keyword Search | 2012 | SIGMOD | 4.7146619e-05 |
| 8,189 | Cohort Query Processing | 2017 | VLDB | 4.5598377e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 12,093 | Aggregating Semantic Annotators | 2013 | VLDB | 4.1905499e-05 |
| 11,037 | CohortNet: Empowering Cohort Discovery for Interpretable Healthcare Analytics | 2024 | VLDB | 4.1905499e-05 |
| 11,479 | TENET: Joint Entity and Relation Linking with Coherence Relaxation | 2021 | SIGMOD | 4.1905499e-05 |
| 3,469 | Deep Learning for Blocking in Entity Matching: A Design Space Exploration | 2021 | VLDB | 7.0629476e-05 |
| 2,025 | From Natural Language Processing to Neural Databases | 2021 | VLDB | 9.7477788e-05 |
| 1,914 | Creating Embeddings of Heterogeneous Relational Datasets for Data Integration Tasks | 2020 | SIGMOD | 0.00010111859 |
| 5,531 | Towards the Web of Concepts: Extracting Concepts from Large Datasets | 2010 | VLDB | 5.4562198e-05 |
| 293 | Deep Learning for Entity Matching: A Design Space Exploration | 2018 | SIGMOD | 0.00028661817 |
| 8,910 | Deep Active Alignment of Knowledge Graph Entities and Schemata | 2023 | SIGMOD | 4.4229886e-05 |
| 4,701 | Medical Entity Disambiguation Using Graph Neural Networks | 2021 | SIGMOD | 5.9797526e-05 |