• DocumentCode
    2682435
  • Title

    Testing and Evaluation of Microarray Image Analysis Software

  • Author

    Infantino, Ignazio ; Lodato, Carmelo ; Lopes, Salvatore

  • Author_Institution
    Ist. di Calcolo e Reti adAlte Prestazioni ICAR, Consiglio Naz. delle Ric. CNR, Palermo
  • fYear
    2008
  • fDate
    4-7 March 2008
  • Firstpage
    655
  • Lastpage
    660
  • Abstract
    The paper describes a novel approach to the microarray image simulation in order to provide researchers with a tool for testing and evaluating the performance of analysis software. Characteristics of a given microarray experiment are captured from public databases. Extracted data are then used for generating a synthetic microarray image and the corresponding ground truth data (i.e. the gene expression values). Given a particular experiment, and/or a specific hardware, and/or a software tool for microarray image analysis and so on, we use raw data obtained in identical or similar conditions to model simulated images with known values of gene activation. Hence, using the simulated images as benchmark, one can estimate expected errors and choose the most suitable analysis software for the real experiment.
  • Keywords
    DNA; medical image processing; program testing; software performance evaluation; software tools; gene activation; microarray image analysis software; software performance evaluation; software testing; Analytical models; Data mining; Gene expression; Hardware; Image analysis; Image databases; Performance analysis; Software performance; Software testing; Software tools; microarray image analysis; microarray image simulation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Complex, Intelligent and Software Intensive Systems, 2008. CISIS 2008. International Conference on
  • Conference_Location
    Barcelona
  • Print_ISBN
    978-0-7695-3109-0
  • Type

    conf

  • DOI
    10.1109/CISIS.2008.19
  • Filename
    4606749