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    BMCBI
    2008
    95views more  BMCBI 2008»
    Unsupervised reduction of random noise in complex data by a row-specific, sorted principal component-guided method
    13 years 5 months ago
    Unsupervised reduction of random noise in complex data by a row-specific, sorted principal component-guided method
    Download  www.biomedcentral.com
    Background: Large biological data sets, such as expression profiles, benefit from reduction of random noise. Principal component (PC) analysis has been used for this purpose, but ...
    Joseph W. Foley, Fumiaki Katagiri
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    JCB
    2007
    198views more  JCB 2007»
    Bayesian Hierarchical Model for Large-Scale Covariance Matrix Estimation
    13 years 5 months ago
    Bayesian Hierarchical Model for Large-Scale Covariance Matrix Estimation
    Download  www.eecs.umich.edu
    Many bioinformatics problems can implicitly depend on estimating large-scale covariance matrix. The traditional approaches tend to give rise to high variance and low accuracy esti...
    Dongxiao Zhu, Alfred O. Hero III
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