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Sensor, signal, and imaging informatics: big data and smart health technologies.
Yearbook of Medical Informatics
|August 16, 2014
Summary
New tools are needed to process large datasets from emerging sensors in health informatics. Evaluating these Big Data tools on extensive datasets is crucial for advancing Smart Health Technologies.
Area of Science:
- Medical Informatics
- Sensor, Signal, and Imaging Informatics
Background:
- Innovative sensors are increasingly used to enrich large datasets.
- These Big Data collections capture extensive study population variability.
- Traditional data processing tools are inadequate for current Big Data challenges.
Purpose of the Study:
- To present a curated selection of research in Sensor, Signal, and Imaging Informatics from 2013.
- To highlight advancements focusing on Big Data and Smart Health Technologies.
Main Methods:
- Systematic literature search of PubMed and Web of Science databases.
- Double-blind peer review process for paper selection.
- Utilized MeSH keywords provided by domain experts.
Main Results:
- Big Data presents significant challenges in capture, storage, search, sharing, transfer, and exploitation.
- Emerging sensors contribute to the growing volume and complexity of health data.
- Existing processing tools are not adapted to handle the scale and complexity of Big Data.
Conclusions:
- Development of novel tools specifically designed for Big Data is essential.
- Performance evaluation of these new Big Data tools on large datasets is required.
- This research underscores the need for advanced informatics solutions in Smart Health.
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