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    BMCBI
    2006
    158views more  BMCBI 2006»
    Parallelization of multicategory support vector machines (PMC-SVM) for classifying microarray data
    13 years 8 months ago
    Parallelization of multicategory support vector machines (PMC-SVM) for classifying microarray data
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    Background: Multicategory Support Vector Machines (MC-SVM) are powerful classification systems with excellent performance in a variety of data classification problems. Since the p...
    Chaoyang Zhang, Peng Li, Arun Rajendran, Youping D...
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    BMCBI
    2006
    155views more  BMCBI 2006»
    AffyMiner: mining differentially expressed genes and biological knowledge in GeneChip microarray data
    13 years 8 months ago
    AffyMiner: mining differentially expressed genes and biological knowledge in GeneChip microarray data
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    Background: DNA microarrays are a powerful tool for monitoring the expression of tens of thousands of genes simultaneously. With the advance of microarray technology, the challeng...
    Guoqing Lu, The V. Nguyen, Yuannan Xia, Michael Fr...
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    BMCBI
    2006
    142views more  BMCBI 2006»
    Improving the Performance of SVM-RFE to Select Genes in Microarray Data
    13 years 8 months ago
    Improving the Performance of SVM-RFE to Select Genes in Microarray Data
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    Background: Recursive Feature Elimination is a common and well-studied method for reducing the number of attributes used for further analysis or development of prediction models. ...
    Yuanyuan Ding, Dawn Wilkins
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    BMCBI
    2006
    202views more  BMCBI 2006»
    Integrated biclustering of heterogeneous genome-wide datasets for the inference of global regulatory networks
    13 years 8 months ago
    Integrated biclustering of heterogeneous genome-wide datasets for the inference of global regulatory networks
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    Background: The learning of global genetic regulatory networks from expression data is a severely under-constrained problem that is aided by reducing the dimensionality of the sea...
    David J. Reiss, Nitin S. Baliga, Richard Bonneau
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    BMCBI
    2006
    125views more  BMCBI 2006»
    Automated functional classification of experimental and predicted protein structures
    13 years 8 months ago
    Automated functional classification of experimental and predicted protein structures
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    Background: Proteins that are similar in sequence or structure may perform different functions in nature. In such cases, function cannot be inferred from sequence or structural si...
    Kai Wang, Ram Samudrala
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