AI Article Synopsis

  • - The growth of neuroimaging research has led to a need for robust computational infrastructures that can handle large data sets efficiently while ensuring secure, collaborative analysis with minimal management effort.
  • - The proposed solution utilizes open source database management systems, which allow for complex data queries and facilitate flexible data sharing alongside parallel processing through cluster and Grid computing.
  • - The text outlines the advantages of this new approach over traditional methods that rely on simple file storage, and details a specific implementation used to analyze fMRI time series data effectively.

Article Abstract

The increasingly complex research questions addressed by neuroimaging research impose substantial demands on computational infrastructures. These infrastructures need to support management of massive amounts of data in a way that affords rapid and precise data analysis, to allow collaborative research, and to achieve these aims securely and with minimum management overhead. Here we present an approach that overcomes many current limitations in data analysis and data sharing. This approach is based on open source database management systems that support complex data queries as an integral part of data analysis, flexible data sharing, and parallel and distributed data processing using cluster computing and Grid computing resources. We assess the strengths of these approaches as compared to current frameworks based on storage of binary or text files. We then describe in detail the implementation of such a system and provide a concrete description of how it was used to enable a complex analysis of fMRI time series data.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC2169517PMC
http://dx.doi.org/10.1016/j.neuroimage.2007.09.021DOI Listing

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