کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
417109 681454 2009 13 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
A robust ratio estimator of gene expression via inverse-variance weighting for cDNA microarray images
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر نظریه محاسباتی و ریاضیات
پیش نمایش صفحه اول مقاله
A robust ratio estimator of gene expression via inverse-variance weighting for cDNA microarray images
چکیده انگلیسی

In microarray processing, the appearance of artifacts, donuts, and irregularly shaped spots is a problem. In current microarray analysis, most approaches stress the segmentation of pixel intensities rather than emphasizing ratio estimators. To avoid segmenting spot target areas and to minimize sensitivity to aberrant pixels, we propose a robust ratio estimator of gene expression via inverse-variance weighting. Moreover, a metric is proposed to evaluate the spot quality. Both the simulation and numerical examples explored reveal that the proposed algorithm is superior to existing approaches with respect to mean square error. The acceptance quality measure recommended confirms the validity of the proposed ratio estimator.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Computational Statistics & Data Analysis - Volume 53, Issue 5, 15 March 2009, Pages 1577–1589
نویسندگان
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