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Updated: Jun 20, 2026

Cloud-Based Phrase Mining and Analysis of User-Defined Phrase-Category Association in Biomedical Publications
Published on: February 23, 2019
Cloud computing: a new business paradigm for biomedical information sharing.
Arnon Rosenthal1, Peter Mork, Maya Hao Li
1The MITRE Corporation, Bedford, MA, USA.
Cloud computing offers significant cost savings and performance improvements for biomedical informatics (BMI) consortia. Careful evaluation of specific cloud services versus existing systems is crucial for successful adoption.
Area of Science:
- Biomedical Informatics
- Computational Science
- Data Management
Background:
- Biomedical informatics (BMI) communities, particularly data-sharing consortia, face challenges with existing data and application resources.
- Cloud computing presents a novel resource with on-demand availability and pay-per-use models.
- Economies of scale in cloud infrastructure can potentially reduce costs compared to institutional data centers or lab systems.
Purpose of the Study:
- To evaluate the advantages of cloud computing for the biomedical informatics community.
- To analyze the cost-effectiveness and performance benefits of cloud resources for BMI applications.
- To provide a methodological framework for assessing cloud adoption in BMI.
Main Methods:
- Formulating analyses based on component technologies to bypass definitional ambiguities of cloud computing.
- Conducting relative analyses comparing cloud systems to existing infrastructure (e.g., individual lab systems, institutional data centers).
- Focusing on changes from a specific starting point rather than absolute strengths and weaknesses.
Main Results:
- Cloud computing can offer substantial cost reductions and major improvements for non-I/O intensive BMI applications.
- The analysis of component technologies and relative comparisons simplified the evaluation process.
- Potential cost savings are significant, even with conservative assumptions.
Conclusions:
- Cloud computing should be seriously considered by the biomedical informatics community for data and application sharing.
- The benefits are most pronounced for applications that are not I/O intensive and do not require a fully mature environment.
- A thorough examination of individual cloud acquisitions is necessary to ensure a move from a less to a more secure and well-managed environment.
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