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10.1109/CBMS.2011.5999166guideproceedingsArticle/Chapter ViewAbstractPublication PagesConference Proceedingsacm-pubtype
Article

Scalability and cost of a cloud-based approach to medical NLP

Published: 27 June 2011 Publication History

Abstract

Natural Language Processing (NLP) in the medical field has the potential to dramatically influence the way in which everyday clinical care and medical research is conducted. NLP systems provide access to structured content embedded in raw medical texts, therefore enabling automated processing. There are however, several barriers prohibiting wide spread adoption of NLP technology primarily driven by the complexity and cost. This paper describes an approach and implementation which leverages cloud-based deployment and service-based interfaces to extract, process, synthesize, mine, compare/contrast, explore, and manage medical text data in a flexibly secure and scalable architecture. Through a virtual appliance architecture users are able to discover, deploy and utilize NLP engines on demand without requiring knowledge of the underlying, potentially complex, NLP engine. As highlighted in this paper, the system architecture can scale in several configurations: by increasing the number of instances deployed, the number of NLP engines, and the number of databases.

Cited By

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  • (2014)Experiences building Globus GenomicsConcurrency and Computation: Practice & Experience10.1002/cpe.327426:13(2266-2279)Online publication date: 10-Sep-2014
  • (2012)Efficient provisioning of bursty scientific workloads on the cloud using adaptive elasticity controlProceedings of the 3rd workshop on Scientific Cloud Computing10.1145/2287036.2287044(31-40)Online publication date: 18-Jun-2012

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Published In

cover image Guide Proceedings
CBMS '11: Proceedings of the 2011 24th International Symposium on Computer-Based Medical Systems
June 2011
494 pages
ISBN:9781457711893

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IEEE Computer Society

United States

Publication History

Published: 27 June 2011

Author Tags

  1. NLP engine
  2. clinical care
  3. cloud based approach
  4. medical NLP
  5. medical research
  6. natural language processing
  7. service based interfaces
  8. virtual appliance architecture

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Cited By

View all
  • (2014)Experiences building Globus GenomicsConcurrency and Computation: Practice & Experience10.1002/cpe.327426:13(2266-2279)Online publication date: 10-Sep-2014
  • (2012)Efficient provisioning of bursty scientific workloads on the cloud using adaptive elasticity controlProceedings of the 3rd workshop on Scientific Cloud Computing10.1145/2287036.2287044(31-40)Online publication date: 18-Jun-2012

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