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    BMCBI
    2010
    113views more  BMCBI 2010»
    Class prediction for high-dimensional class-imbalanced data
    13 years 10 months ago
    Class prediction for high-dimensional class-imbalanced data
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    Background: The goal of class prediction studies is to develop rules to accurately predict the class membership of new samples. The rules are derived using the values of the varia...
    Rok Blagus, Lara Lusa
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    BMCBI
    2010
    165views more  BMCBI 2010»
    Multivariate meta-analysis of proteomics data from human prostate and colon tumours
    13 years 10 months ago
    Multivariate meta-analysis of proteomics data from human prostate and colon tumours
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    Background: There is a vast need to find clinically applicable protein biomarkers as support in cancer diagnosis and tumour classification. In proteomics research, a number of met...
    Lina Hultin Rosenberg, Bo Franzén, Gert Aue...
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    BMCBI
    2007
    106views more  BMCBI 2007»
    Improved classification accuracy in 1- and 2-dimensional NMR metabolomics data using the variance stabilising generalised logari
    13 years 10 months ago
    Improved classification accuracy in 1- and 2-dimensional NMR metabolomics data using the variance stabilising generalised logari
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    Background: Classifying nuclear magnetic resonance (NMR) spectra is a crucial step in many metabolomics experiments. Since several multivariate classification techniques depend up...
    Helen M. Parsons, Christian Ludwig, Ulrich L. G&uu...
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    SDM
    2008
    SIAM
    157views Data Mining» more  SDM 2008»
    ROC-tree: A Novel Decision Tree Induction Algorithm Based on Receiver Operating Characteristics to Classify Gene Expression Data
    13 years 11 months ago
    ROC-tree: A Novel Decision Tree Induction Algorithm Based on Receiver Operating Characteristics to Classify Gene Expression Data
    Download  siam.org
    Gene expression information from microarray experiments is a primary form of data for biological analysis and can offer insights into disease processes and cellular behaviour. Suc...
    M. Maruf Hossain, Md. Rafiul Hassan, James Bailey
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    ISMDA
    2005
    Springer
    129views Medical Imaging» more  ISMDA 2005»
    Relevance, Redundancy and Differential Prioritization in Feature Selection for Multiclass Gene Expression Data
    14 years 3 months ago
    Relevance, Redundancy and Differential Prioritization in Feature Selection for Multiclass Gene Expression Data
    Download  personal.gscit.monash.edu.au
    The large number of genes in microarray data makes feature selection techniques more crucial than ever. From various ranking-based filter procedures to classifier-based wrapper tec...
    Chia Huey Ooi, Madhu Chetty, Shyh Wei Teng
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