Literature DB >> 18693936

An evaluation of biosurveillance grid--dynamic algorithm distribution across multiple computer nodes.

Ming-Chi Tsai1, Fu-Chiang Tsui, Michael M Wagner.   

Abstract

Performing fast data analysis to detect disease outbreaks plays a critical role in real-time biosurveillance. In this paper, we described and evaluated an Algorithm Distribution Manager Service (ADMS) based on grid technologies, which dynamically partition and distribute detection algorithms across multiple computers. We compared the execution time to perform the analysis on a single computer and on a grid network (3 computing nodes) with and without using dynamic algorithm distribution. We found that algorithms with long runtime completed approximately three times earlier in distributed environment than in a single computer while short runtime algorithms performed worse in distributed environment. A dynamic algorithm distribution approach also performed better than static algorithm distribution approach. This pilot study shows a great potential to reduce lengthy analysis time through dynamic algorithm partitioning and parallel processing, and provides the opportunity of distributing algorithms from a client to remote computers in a grid network.

Mesh:

Year:  2007        PMID: 18693936      PMCID: PMC2655926     

Source DB:  PubMed          Journal:  AMIA Annu Symp Proc        ISSN: 1559-4076


  5 in total

1.  Detection of outbreaks from time series data using wavelet transform.

Authors:  Jun Zhang; Fu -Chiang Tsui; Michael M Wagner; William R Hogan
Journal:  AMIA Annu Symp Proc       Date:  2003

2.  Design of a national retail data monitor for public health surveillance.

Authors:  Michael M Wagner; J Michael Robinson; Fu-Chiang Tsui; Jeremy U Espino; William R Hogan
Journal:  J Am Med Inform Assoc       Date:  2003-06-04       Impact factor: 4.497

3.  Key design elements of a data utility for national biosurveillance: event-driven architecture, caching, and Web service model.

Authors:  Fu-Chiang Tsui; Jeremy U Espino; Yan Weng; Arvinder Choudary; Hoah-Der Su; Michael M Wagner
Journal:  AMIA Annu Symp Proc       Date:  2005

4.  An elliptic spatial scan statistic.

Authors:  Martin Kulldorff; Lan Huang; Linda Pickle; Luiz Duczmal
Journal:  Stat Med       Date:  2006-11-30       Impact factor: 2.373

Review 5.  The economic impact of a bioterrorist attack: are prevention and postattack intervention programs justifiable?

Authors:  A F Kaufmann; M I Meltzer; G P Schmid
Journal:  Emerg Infect Dis       Date:  1997 Apr-Jun       Impact factor: 6.883

  5 in total

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