A survey on knowledge graphs for healthcare: Resources, application progress, and promise

H Cui, J Lu, S Wang, R Xu, W Ma, S Yu… - ICML 3rd Workshop …, 2023 - openreview.net
Healthcare knowledge graphs (HKGs) have emerged as a promising tool for organizing
medical knowledge in a structured and interpretable way, which provides a comprehensive …

Healthcare knowledge graph construction: State-of-the-art, open issues, and opportunities

B Abu-Salih, M Al-Qurishi, M Alweshah… - arXiv preprint arXiv …, 2022 - arxiv.org
The incorporation of data analytics in the healthcare industry has made significant progress,
driven by the demand for efficient and effective big data analytics solutions. Knowledge …

Healthcare knowledge graph construction: A systematic review of the state-of-the-art, open issues, and opportunities

B Abu-Salih, M Al-Qurishi, M Alweshah, M Al-Smadi… - Journal of Big Data, 2023 - Springer
The incorporation of data analytics in the healthcare industry has made significant progress,
driven by the demand for efficient and effective big data analytics solutions. Knowledge …

Patient-Centric Knowledge Graphs: A Survey of Current Methods, Challenges, and Applications

HSA Khatib, S Neupane, HK Manchukonda… - arXiv preprint arXiv …, 2024 - arxiv.org
Patient-Centric Knowledge Graphs (PCKGs) represent an important shift in healthcare that
focuses on individualized patient care by mapping the patient's health information in a …

Medical knowledge graph: Data sources, construction, reasoning, and applications

X Wu, J Duan, Y Pan, M Li - Big Data Mining and Analytics, 2023 - ieeexplore.ieee.org
Medical knowledge graphs (MKGs) are the basis for intelligent health care, and they have
been in use in a variety of intelligent medical applications. Thus, understanding the research …

Challenges for healthcare data analytics over knowledge graphs

ME Vidal, E Niazmand, PD Rohde, E Iglesias… - Transactions on Large …, 2023 - Springer
Over the past decade, the volume of data has experienced a significant increase, and this
growth is projected to accelerate in the coming years. Within the healthcare sector, various …

Towards electronic health record-based medical knowledge graph construction, completion, and applications: A literature study

L Murali, G Gopakumar, DM Viswanathan… - Journal of biomedical …, 2023 - Elsevier
With the growth of data and intelligent technologies, the healthcare sector opened numerous
technology that enabled services for patients, clinicians, and researchers. One major hurdle …

Applying personal knowledge graphs to health

S Shirai, O Seneviratne, DL McGuinness - arXiv preprint arXiv:2104.07587, 2021 - arxiv.org
Knowledge graphs that encapsulate personal health information, or personal health
knowledge graphs (PHKG), can help enable personalized health care in knowledge-driven …

A novel Multi-Level Refined (MLR) knowledge graph design and chatbot system for healthcare applications

HC Hsueh, SC Chien, CW Huang, HC Yang, U Iqbal… - Plos one, 2024 - journals.plos.org
Imagine having a knowledge graph that can extract medical health knowledge related to
patient diagnosis solutions and treatments from thousands of research papers, distilled …

PharmKG: a dedicated knowledge graph benchmark for bomedical data mining

S Zheng, J Rao, Y Song, J Zhang, X Xiao… - Briefings in …, 2021 - academic.oup.com
Biomedical knowledge graphs (KGs), which can help with the understanding of complex
biological systems and pathologies, have begun to play a critical role in medical practice …