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
Link To Document