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A Semantic-Based Approach for Managing Healthcare Big Data: A Survey
Rafat Hammad1, Malek Barhoush1, Bilal H Abed-Alguni1
1Yarmouk University, Irbid, Jordan.
Semantic web technologies offer solutions for managing healthcare big data challenges like volume and variety. This review explores how these technologies convert complex health data into actionable knowledge for improved healthcare systems.
Area of Science:
- Health Informatics
- Computer Science
- Data Science
Background:
- Healthcare generates vast, heterogeneous data from diverse sources (EHRs, labs, wearables).
- Traditional data processing struggles with the volume, velocity, and variety of healthcare big data.
- Existing systems face challenges in extracting meaningful insights from complex health information.
Purpose of the Study:
- To review the state-of-the-art applications of semantic web technologies in the healthcare industry.
- To explore how semantic web can address the challenges of healthcare big data.
- To identify techniques, standards, and viewpoints for converting healthcare data into knowledge.
Main Methods:
- Comprehensive literature review of semantic web applications in healthcare.
- Analysis of existing research on healthcare big data challenges.
- Synthesis of semantic web techniques and standards relevant to health data.
Main Results:
- Semantic web technologies show promise in managing and processing healthcare big data.
- These technologies facilitate the transformation of raw health data into valuable knowledge and intelligence.
- Various semantic web approaches can effectively address the 'big data' challenges in healthcare.
Conclusions:
- Semantic web technologies are crucial for unlocking the potential of healthcare big data.
- Adoption of semantic web standards and techniques can enhance healthcare information systems.
- Further research and implementation are needed to fully leverage semantic web for improved healthcare outcomes.
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