Applying Personal Knowledge Graphs to Health
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Abstract (arXiv)
Knowledge graphs that encapsulate personal health information, or personal health knowledge graphs (PHKG), can help enable personalized health care in knowledge-driven systems. In this paper we provide a short survey of existing work surrounding the emerging paradigm of PHKGs and highlight the major challenges that remain. We find that while some preliminary exploration exists on the topic of personal knowledge graphs, development of PHKGs remains under-explored. A range of challenges surrounding the collection, linkage, and maintenance of personal health knowledge remains to be addressed to fully realize PHKGs.
Key facts. Cited by 7 papers in the map (data through 13 Oct 2026). Builds on 0 of its 9 references that are in the map. First posted on arXiv 15 Apr 2021.
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Citing papers per year: 2021: 1; 2022: 1; 2023: 1; 2024: 1; 2025: 0; 2026: 3.
7 papers.
- 2023GraphCare: Enhancing Healthcare Predictions with Personalized Knowledge Graphscited by 58
- 2021Applications of knowledge graphs for food science and industrycited by 8
- 2022Neuro-Symbolic Learning: Principles and Applications in Ophthalmologycited by 7
- 2024Patient-Centric Knowledge Graphs: A Survey of Current Methods, Challenges, and Applicationscited by 6
- 2026Federated Personal Knowledge Graph Completion with Lightweight Large Language Models for Personalized Recommendationscited by 2
- 2026HoT-SSM:Higher-order Temporal Knowledge Graph Reasoning with State Space Models for Health Carecited by 0
- 2026From "Strings" to "Things" for Personal Knowledge Graphs: Evaluating LLM Triple Extraction for Recommendation Systemscited by 0
- 2026HoT-SSM:Higher-order Temporal Knowledge Graph Reasoning with State Space Models for Health Care4 Jun 2026
- 2026From "Strings" to "Things" for Personal Knowledge Graphs: Evaluating LLM Triple Extraction for Recommendation Systems18 Apr 2026
- 2026Federated Personal Knowledge Graph Completion with Lightweight Large Language Models for Personalized Recommendations25 Feb 2026
- 2024Patient-Centric Knowledge Graphs: A Survey of Current Methods, Challenges, and Applications20 Feb 2024
- 2023GraphCare: Enhancing Healthcare Predictions with Personalized Knowledge Graphs22 May 2023
- 2022Neuro-Symbolic Learning: Principles and Applications in Ophthalmology31 Jul 2022
- 2021Applications of knowledge graphs for food science and industry13 Jul 2021