Personal Health Knowledge Graphs for Patients
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Abstract (arXiv)
Existing patient data analytics platforms fail to incorporate information that has context, is personal, and topical to patients. For a recommendation system to give a suitable response to a query or to derive meaningful insights from patient data, it should consider personal information about the patient's health history, including but not limited to their preferences, locations, and life choices that are currently applicable to them. In this review paper, we critique existing literature in this space and also discuss the various research challenges that come with designing, building, and operationalizing a personal health knowledge graph (PHKG) for patients.
Key facts. Cited by 7 papers in the map (data through 7 Oct 2026). First posted on arXiv 31 Mar 2020.
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Citing papers per year: 2022: 1; 2023: 3; 2024: 1; 2025: 1; 2026: 1.
7 papers.
- 2023GraphCare: Enhancing Healthcare Predictions with Personalized Knowledge Graphscited by 57
- 2023An Ecosystem for Personal Knowledge Graphs: A Survey and Research Roadmapcited by 11
- 2024Patient-Centric Knowledge Graphs: A Survey of Current Methods, Challenges, and Applicationscited by 6
- 2023Representation Learning for Person or Entity-centric Knowledge Graphs: An Application in Healthcarecited by 4
- 2022Healthcare Knowledge Graph Construction: State-of-the-art, open issues, and opportunitiescited by 2
- 2025CoLoTa: A Dataset for Entity-based Commonsense Reasoning over Long-Tail Knowledgecited by 1
- 2026CommonWhy: A Dataset for Evaluating Entity-Based Causal Commonsense Reasoning in Large Language Modelscited by 0
- 2026CommonWhy: A Dataset for Evaluating Entity-Based Causal Commonsense Reasoning in Large Language Models13 May 2026
- 2025CoLoTa: A Dataset for Entity-based Commonsense Reasoning over Long-Tail Knowledge20 Apr 2025
- 2024Patient-Centric Knowledge Graphs: A Survey of Current Methods, Challenges, and Applications20 Feb 2024
- 2023GraphCare: Enhancing Healthcare Predictions with Personalized Knowledge Graphs22 May 2023
- 2023Representation Learning for Person or Entity-centric Knowledge Graphs: An Application in Healthcare9 May 2023
- 2023An Ecosystem for Personal Knowledge Graphs: A Survey and Research Roadmap19 Apr 2023
- 2022Healthcare Knowledge Graph Construction: State-of-the-art, open issues, and opportunities8 Jul 2022