DyHealth: Making Neural Networks Dynamic for Effective Healthcare Analytics
Summary: DyHealth proposes a modular multimodal framework for dynamic healthcare analytics that adapts to evolving modalities in EMR data. It introduces modality-specific data modules with an exponential hot-plug mechanism and a modality-based attention for per-input interpretability, validated on NUH EMR and public datasets. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
No non-self incoming citations found for this paper in this database.
Authors
- 1. Kaiping Zheng
- 2. Shaofeng Cai
- 3. Horng Ruey Chua
- 4. Melanie Herschel
- 5. Meihui Zhang
- 6. Beng Chin Ooi
Incoming Citations (Sorted by Pagerank)
Showing 3 of 3 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 7,487 | Incentive-Aware Decentralized Data Collaboration | 2023 | SIGMOD | 4.7180617e-05 |
| 9,323 | FEAST: A Communication-efficient Federated Feature Selection Framework for Relational Data | 2023 | SIGMOD | 4.3556432e-05 |
| 11,034 | CohortNet: Empowering Cohort Discovery for Interpretable Healthcare Analytics | 2024 | VLDB | 4.1945683e-05 |
Previous
Page 1 / 1
Next
Outgoing Citations (Sorted by Pagerank)
Showing 5 of 5 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,148 | ARM-Net: Adaptive Relation Modeling Network for Structured Data | 2021 | SIGMOD | 7.4751269e-05 |
| 5,830 | GEMINI: An Integrative Healthcare Analytics System | 2014 | VLDB | 5.3113542e-05 |
| 5,958 | Fine-grained Concept Linking using Neural Networks in Healthcare | 2018 | SIGMOD | 5.2563968e-05 |
| 8,386 | PACE: Learning Effective Task Decomposition for Human-in-the-loop Healthcare Delivery | 2021 | SIGMOD | 4.530141e-05 |
| 11,594 | TRACER: A Framework for Facilitating Accurate and Interpretable Analytics for High Stakes Applications | 2020 | SIGMOD | 4.1945683e-05 |
Previous
Page 1 / 1
Next